From bdff6fa4e42b67ffe691233ca318a30f27750c6a Mon Sep 17 00:00:00 2001
From: GitHub Actions <actions@github.com>
Date: Fri, 22 Mar 2024 13:14:48 +0000
Subject: [PATCH] site deploy

Auto-generated via {sandpaper}
Source  : 6b43df44059bd14ebdf80afb2f4cb3c55d9fb759
Branch  : md-outputs
Author  : GitHub Actions <actions@github.com>
Time    : 2024-03-22 13:14:30 +0000
Message : markdown source builds

Auto-generated via {sandpaper}
Source  : 4b92374e2e8ab99d4719e9c5cd1a5479bb846f4f
Branch  : main
Author  : Bisaloo <Bisaloo@users.noreply.github.com>
Time    : 2024-02-06 21:00:56 +0000
Message : [actions] update 23 packages
---
 404.html                                      |   8 +-
 CODE_OF_CONDUCT.html                          |  10 +-
 LICENSE.html                                  |  10 +-
 aio.html                                      | 286 +++++++++--------
 assets/styles.css                             |   2 +-
 assets/styles.css.map                         |   2 +-
 compare-interventions.html                    |  10 +-
 create-forecast.html                          |  75 +++--
 ...terventions-rendered-unnamed-chunk-5-1.png | Bin 23754 -> 0 bytes
 ...e-forecast-rendered-unnamed-chunk-11-1.png | Bin 8370 -> 8142 bytes
 ...te-forecast-rendered-unnamed-chunk-3-1.png | Bin 50814 -> 50597 bytes
 ...te-forecast-rendered-unnamed-chunk-9-1.png | Bin 10370 -> 10372 bytes
 ...ntroduction-rendered-unnamed-chunk-5-1.png | Bin 51172 -> 51034 bytes
 ...del-choices-rendered-unnamed-chunk-3-1.png | Bin 13466 -> 15748 bytes
 ...del-choices-rendered-unnamed-chunk-4-1.png | Bin 9174 -> 8882 bytes
 ...issibility-rendered-unnamed-chunk-15-1.png | Bin 31392 -> 31485 bytes
 ...issibility-rendered-unnamed-chunk-16-1.png | Bin 29762 -> 30566 bytes
 ...issibility-rendered-unnamed-chunk-19-1.png | Bin 84424 -> 83703 bytes
 ...imulating-transmission-rendered-plot-1.png | Bin 16980 -> 16553 bytes
 images.html                                   |   8 +-
 index.html                                    |   8 +-
 instructor-notes.html                         |   8 +-
 instructor/404.html                           |   8 +-
 instructor/CODE_OF_CONDUCT.html               |  10 +-
 instructor/LICENSE.html                       |  10 +-
 instructor/aio.html                           | 294 +++++++++---------
 instructor/compare-interventions.html         |  10 +-
 instructor/create-forecast.html               |  75 +++--
 instructor/images.html                        |   8 +-
 instructor/index.html                         |  10 +-
 instructor/instructor-notes.html              |   8 +-
 instructor/introduction.html                  |  22 +-
 instructor/key-points.html                    |   8 +-
 instructor/model-choices.html                 |  10 +-
 instructor/modelling-interventions.html       |  14 +-
 instructor/profiles.html                      |   8 +-
 instructor/quantify-transmissibility.html     | 127 ++++----
 instructor/read-delays.html                   |  78 ++---
 instructor/reference.html                     |  10 +-
 instructor/simulating-transmission.html       |  14 +-
 introduction.html                             |  22 +-
 key-points.html                               |   8 +-
 md5sum.txt                                    |  36 +--
 model-choices.html                            |  10 +-
 modelling-interventions.html                  |  12 +-
 pkgdown.yml                                   |   2 +-
 profiles.html                                 |   8 +-
 quantify-transmissibility.html                | 127 ++++----
 read-delays.html                              |  74 ++---
 reference.html                                |  10 +-
 simulating-transmission.html                  |  12 +-
 sitemap.xml                                   |  24 --
 52 files changed, 728 insertions(+), 768 deletions(-)
 delete mode 100644 fig/compare-interventions-rendered-unnamed-chunk-5-1.png

diff --git a/404.html b/404.html
index b28530ed..1a86861a 100644
--- a/404.html
+++ b/404.html
@@ -317,14 +317,14 @@ <h1>Page not found</h1>
 	
         | <a href="https://github.com/epiverse-trace/tutorials/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/epiverse-trace/tutorials/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
         
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.2)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
+        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.3)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -346,8 +346,8 @@ <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": "2024-03-19",
-  "datePublished": "2024-03-19"
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index aebb140e..17962f61 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -280,7 +280,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Contributor Code of Conduct</h1>
-        <p>Last updated on 2024-03-08 |
+        <p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/epiverse-trace/tutorials/edit/main/CODE_OF_CONDUCT.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -335,14 +335,14 @@ <h1>Contributor Code of Conduct</h1>
 	
         | <a href="https://github.com/epiverse-trace/tutorials/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/epiverse-trace/tutorials/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
         
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.2)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
+        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.3)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -364,8 +364,8 @@ <h1>Contributor Code of Conduct</h1>
   "url": "https://epiverse-trace.github.io/tutorials/CODE_OF_CONDUCT.html",
   "identifier": "https://epiverse-trace.github.io/tutorials/CODE_OF_CONDUCT.html",
   "dateCreated": "2024-02-06",
-  "dateModified": "2024-03-08",
-  "datePublished": "2024-03-19"
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index 0ca4c298..a0c0fe0a 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -280,7 +280,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Licenses</h1>
-        <p>Last updated on 2024-03-08 |
+        <p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/epiverse-trace/tutorials/edit/main/LICENSE.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -383,14 +383,14 @@ <h1>Licenses</h1>
 	
         | <a href="https://github.com/epiverse-trace/tutorials/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/epiverse-trace/tutorials/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
         
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.2)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
+        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.3)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -412,8 +412,8 @@ <h1>Licenses</h1>
   "url": "https://epiverse-trace.github.io/tutorials/LICENSE.html",
   "identifier": "https://epiverse-trace.github.io/tutorials/LICENSE.html",
   "dateCreated": "2024-02-06",
-  "dateModified": "2024-03-08",
-  "datePublished": "2024-03-19"
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index 4c524d83..1988dd23 100644
--- a/aio.html
+++ b/aio.html
@@ -336,7 +336,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         
 <section id="aio-introduction"><p>Content from <a href="introduction.html">Outbreak analytics pipelines</a></p>
 <hr>
-<p>Last updated on 2024-03-08 |
+<p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/epiverse-trace/tutorials/edit/main/episodes/introduction.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -529,19 +529,9 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <span>  <span class="op">)</span></span>
 <span><span class="op">)</span></span></code></pre>
 </div>
-<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>
-</h3>
-<pre class="output" tabindex="0"><code>WARN [2024-03-08 10:42:50] epinow: Bulk Effective Samples Size (ESS) is too low, indicating posterior means and medians may be unreliable.
-Running the chains for more iterations may help. See
-https://mc-stan.org/misc/warnings.html#bulk-ess - 
-WARN [2024-03-08 10:42:50] epinow: Tail Effective Samples Size (ESS) is too low, indicating posterior variances and tail quantiles may be unreliable.
-Running the chains for more iterations may help. See
-https://mc-stan.org/misc/warnings.html#tail-ess - </code></pre>
-</div>
 <p>As an output, we get the time-varying (or <a href="reference.html#effectiverepro">effective</a>) reproduction number,
 as well as the cases by date of report and date of infection:</p>
-<div class="codewrapper sourceCode" id="cb7">
+<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>
 <pre class="downlit sourceCode r">
@@ -650,7 +640,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
  -->
 </section></section><section id="aio-read-delays"><p>Content from <a href="read-delays.html">Read delays</a></p>
 <hr>
-<p>Last updated on 2024-03-08 |
+<p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/epiverse-trace/tutorials/edit/main/episodes/read-delays.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -951,7 +941,7 @@ <h3 class="callout-title">Serial interval<a class="anchor" aria-label="anchor" h
 <button class="accordion-button hint-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseHint1" aria-expanded="false" aria-controls="collapseHint1">
   <h4 class="accordion-header" id="headingHint1">Give me a hint</h4>
 </button>
-<div id="collapseHint1" class="accordion-collapse collapse" data-bs-parent="#accordionHint1" aria-labelledby="headingHint1">
+<div id="collapseHint1" class="accordion-collapse collapse" aria-labelledby="headingHint1" data-bs-parent="#accordionHint1">
 <div class="accordion-body">
 <p>The peak of each curve can inform you about the location of the mean
 of each distribution. The larger the mean, the larger the serial
@@ -965,7 +955,7 @@ <h4 class="accordion-header" id="headingHint1">Give me a hint</h4>
 <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>Which one would be harder to control?</p>
 <ul>
@@ -1200,7 +1190,7 @@ <h3 class="callout-title">Ebola’s incubation periods<a class="anchor" aria-lab
 <button class="accordion-button hint-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseHint2" aria-expanded="false" aria-controls="collapseHint2">
   <h4 class="accordion-header" id="headingHint2">Give me a hint</h4>
 </button>
-<div id="collapseHint2" class="accordion-collapse collapse" data-bs-parent="#accordionHint2" aria-labelledby="headingHint2">
+<div id="collapseHint2" class="accordion-collapse collapse" aria-labelledby="headingHint2" data-bs-parent="#accordionHint2">
 <div class="accordion-body">
 <p>The <code>{epiparameter}</code> combo of <code>epidist_db()</code>
 plus <code>list_distributions()</code> list all the entries by:</p>
@@ -1220,7 +1210,7 @@ <h4 class="accordion-header" id="headingHint2">Give me a hint</h4>
 <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">
 <div class="codewrapper sourceCode" id="cb16">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1405,7 +1395,7 @@ <h3 class="callout-title">Ebola’s incubation period<a class="anchor" aria-labe
 <button class="accordion-button hint-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseHint3" aria-expanded="false" aria-controls="collapseHint3">
   <h4 class="accordion-header" id="headingHint3">Give me a hint</h4>
 </button>
-<div id="collapseHint3" class="accordion-collapse collapse" data-bs-parent="#accordionHint3" aria-labelledby="headingHint3">
+<div id="collapseHint3" class="accordion-collapse collapse" aria-labelledby="headingHint3" data-bs-parent="#accordionHint3">
 <div class="accordion-body">
 <p>The <code>{epiparameter}</code> combo of <code>epidist_db()</code>
 plus <code>list_distributions()</code> list all the entries by:</p>
@@ -1435,7 +1425,7 @@ <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="#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">
 <div class="codewrapper sourceCode" id="cb28">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1503,7 +1493,7 @@ <h3 class="callout-title">How to get the<code>sd</code>and other
 <button class="accordion-button hint-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseHint4" aria-expanded="false" aria-controls="collapseHint4">
   <h4 class="accordion-header" id="headingHint4">Give me a hint</h4>
 </button>
-<div id="collapseHint4" class="accordion-collapse collapse" data-bs-parent="#accordionHint4" aria-labelledby="headingHint4">
+<div id="collapseHint4" class="accordion-collapse collapse" aria-labelledby="headingHint4" data-bs-parent="#accordionHint4">
 <div class="accordion-body">
 <p>Use the <code>$</code> operator plus the <kbd>tab</kbd> keyboard
 button to explore them as an expandable list:</p>
@@ -1523,7 +1513,7 @@ <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="#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">
 <div class="codewrapper sourceCode" id="cb32">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1588,7 +1578,7 @@ <h3 class="callout-title">Ebola’s severity parameter<a class="anchor" aria-lab
 <button class="accordion-button hint-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseHint5" aria-expanded="false" aria-controls="collapseHint5">
   <h4 class="accordion-header" id="headingHint5">Give me a hint</h4>
 </button>
-<div id="collapseHint5" class="accordion-collapse collapse" data-bs-parent="#accordionHint5" aria-labelledby="headingHint5">
+<div id="collapseHint5" class="accordion-collapse collapse" aria-labelledby="headingHint5" data-bs-parent="#accordionHint5">
 <div class="accordion-body">
 <p>An informative delay measures the time from symptom onset to recovery
 or death.</p>
@@ -1601,7 +1591,7 @@ <h4 class="accordion-header" id="headingHint5">Give me a hint</h4>
 <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" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb35">
 <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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   <h3 class="accordion-header" id="headingSpoiler1">
 <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div>Parameterised entries have an Inference method</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>As detailed in <code>?is_parameterised</code>, a parameterised
 distribution is the entry that has a probability distribution associated
@@ -1800,7 +1790,7 @@ <h3 class="callout-title">The distribution Zoo<a class="anchor" aria-label="anch
   <h3 class="accordion-header" id="headingSpoiler2">
 <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div>Functions for the Normal distribution</h3>
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 <div class="accordion-body">
 <p>If you need it, read in detail about the <a href="https://sakai.unc.edu/access/content/group/3d1eb92e-7848-4f55-90c3-7c72a54e7e43/public/docs/lectures/lecture13.htm#probfunc" class="external-link">R
 probability functions for the normal distribution</a>, each of its
@@ -1873,8 +1863,8 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code> [1]  6.571590  2.174025  5.777432 17.746870  2.384938  2.711137  0.935204
- [8]  6.285290 12.111825  3.254131</code></pre>
+<pre class="output" tabindex="0"><code> [1]  1.729526  3.960313  3.440434  2.395671  2.100196  1.816585  2.978612
+ [8]  6.020666 11.442393  6.516111</code></pre>
 </div>
 
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+<div id="collapseHint6" class="accordion-collapse collapse" aria-labelledby="headingHint6" data-bs-parent="#accordionHint6">
 <div class="accordion-body">
 <p>In Figure 5 from the <a href="https://sakai.unc.edu/access/content/group/3d1eb92e-7848-4f55-90c3-7c72a54e7e43/public/docs/lectures/lecture13.htm#probfunc" class="external-link">R
 probability functions for the normal distribution</a>, the shadowed
@@ -1923,7 +1913,7 @@ <h4 class="accordion-header" id="headingHint6">Give me a hint</h4>
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 <div class="accordion-body">
 <p>If we exchange the question between days and cumulative probability
 to:</p>
@@ -2075,7 +2065,7 @@ <h3 class="callout-title">Lenght of quarantine and Incubation
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 <div class="accordion-body">
 <p>What delay distribution measures the time between infection and the
 onset of symptoms?</p>
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 <p>From a maximum value with <code>$prob_dist$q()</code>, we can create
 a sequence of quantile values as a numeric vector and map density values
@@ -2257,7 +2247,7 @@ <h3 class="callout-title">Ebola’s effective reproduction number<a class="ancho
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 <p>To calculate the <span class="math inline">\(R_t\)</span>, we
 need:</p>
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 <p>The <code>delays</code> argument and the <code>delay_opts()</code>
 helper function are analogous to the <code>generation_time</code>
@@ -2416,7 +2406,7 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
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 <p>After adding the incubation period, discuss:</p>
 <ul>
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 <div class="accordion-body">
 <p>We can use two complementary delay distributions to estimate the
 <span class="math inline">\(R_t\)</span> at time <span class="math inline">\(t\)</span>.</p>
@@ -2514,7 +2504,7 @@ <h4 class="accordion-header" id="headingHint10">Give me a hint</h4>
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 <div class="accordion-body">
 <p>How to get the mean and standard deviation from a generation time
 with median and quantiles as summary statistics?</p>
@@ -2620,7 +2610,7 @@ <h4 class="accordion-header" id="headingHint11">Give me a hint</h4>
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 <!-- https://github.com/epiverse-trace/epiparameter/issues/114 -->
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@@ -2763,7 +2753,7 @@ <h3 class="callout-title">How to estimate delay distributions for
   <h3 class="accordion-header" id="headingSpoiler3">
 <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div>How to assess for pre-symptomatic infection?</h3>
 </button>
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 <div class="accordion-body">
 <p>The lengths of the Serial interval and Incubation period determine
 the type of disease transmission.</p>
@@ -2819,7 +2809,7 @@ <h3 class="callout-title">What type of transmission?<a class="anchor" aria-label
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 <div class="accordion-body">
 <p>For types of transmission, we refer to infections with symptomatic or
 pre-symptomatic transmission.</p>
@@ -2837,7 +2827,7 @@ <h4 class="accordion-header" id="headingHint12">Give me a hint</h4>
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 </button>
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 <div class="accordion-body">
 <p>In this solution we use <code>purrr::pluck()</code> to extract
 elements within the <code>summary_stats</code> object which is of class
@@ -2958,7 +2948,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
  -->
 </section></section><section id="aio-quantify-transmissibility"><p>Content from <a href="quantify-transmissibility.html">Quantifying transmission</a></p>
 <hr>
-<p>Last updated on 2024-03-08 |
+<p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/epiverse-trace/tutorials/edit/main/episodes/quantify-transmissibility.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -3436,14 +3426,11 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>WARN [2024-03-08 10:49:29] epinow: There were 3 divergent transitions after warmup. See
+<pre class="output" tabindex="0"><code>WARN [2024-03-22 12:12:02] epinow: There were 1 divergent transitions after warmup. See
 https://mc-stan.org/misc/warnings.html#divergent-transitions-after-warmup
 to find out why this is a problem and how to eliminate them. - 
-WARN [2024-03-08 10:49:29] epinow: Examine the pairs() plot to diagnose sampling problems
- - 
-WARN [2024-03-08 10:49:30] epinow: Bulk Effective Samples Size (ESS) is too low, indicating posterior means and medians may be unreliable.
-Running the chains for more iterations may help. See
-https://mc-stan.org/misc/warnings.html#bulk-ess - </code></pre>
+WARN [2024-03-22 12:12:02] epinow: Examine the pairs() plot to diagnose sampling problems
+ - </code></pre>
 </div>
 <div class="section level3">
 <h3 id="results">Results<a class="anchor" aria-label="anchor" href="#results"></a>
@@ -3485,24 +3472,24 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code>                                 measure                 estimate
                                   &lt;char&gt;                   &lt;char&gt;
-1: New confirmed cases by infection date     7224 (4135 -- 12849)
+1: New confirmed cases by infection date     7267 (4109 -- 12512)
 2:        Expected change in daily cases        Likely decreasing
 3:            Effective reproduction no.       0.89 (0.58 -- 1.3)
-4:                        Rate of growth -0.015 (-0.062 -- 0.041)
-5:          Doubling/halving time (days)          -47 (17 -- -11)</code></pre>
+4:                        Rate of growth -0.014 (-0.063 -- 0.038)
+5:          Doubling/halving time (days)          -49 (18 -- -11)</code></pre>
 </div>
 <p>As these estimates are based on partial data, they have a wide
 uncertainty interval.</p>
 <ul>
 <li><p>From the summary of our analysis we see that the expected change
 in daily cases is Likely decreasing with the estimated new confirmed
-cases 7224 (4135 – 12849).</p></li>
+cases 7267 (4109 – 12512).</p></li>
 <li><p>The effective reproduction number <span class="math inline">\(R_t\)</span> estimate (on the last date of the
 data) is 0.89 (0.58 – 1.3).</p></li>
-<li><p>The exponential growth rate of case numbers is -0.015 (-0.062 –
-0.041).</p></li>
+<li><p>The exponential growth rate of case numbers is -0.014 (-0.063 –
+0.038).</p></li>
 <li><p>The doubling time (the time taken for case numbers to double) is
--47 (17 – -11).</p></li>
+-49 (18 – -11).</p></li>
 </ul>
 <div id="expected-change-in-daily-cases" class="callout">
 <div class="callout-square">
@@ -3609,17 +3596,17 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>INFO [2024-03-08 10:49:34] Producing following optional outputs: regions, summary, samples, plots, latest
-INFO [2024-03-08 10:49:34] Reporting estimates using data up to: 2020-04-28
-INFO [2024-03-08 10:49:34] No target directory specified so returning output
-INFO [2024-03-08 10:49:34] Producing estimates for: East Midlands, East of England, England, London, North East, North West, Northern Ireland, Scotland, South East, South West, Wales, West Midlands, Yorkshire and The Humber
-INFO [2024-03-08 10:49:34] Regions excluded: none
-INFO [2024-03-08 11:32:47] Completed regional estimates
-INFO [2024-03-08 11:32:47] Regions with estimates: 13
-INFO [2024-03-08 11:32:47] Regions with runtime errors: 0
-INFO [2024-03-08 11:32:47] Producing summary
-INFO [2024-03-08 11:32:47] No summary directory specified so returning summary output
-INFO [2024-03-08 11:32:47] No target directory specified so returning timings</code></pre>
+<pre class="output" tabindex="0"><code>INFO [2024-03-22 12:12:08] Producing following optional outputs: regions, summary, samples, plots, latest
+INFO [2024-03-22 12:12:08] Reporting estimates using data up to: 2020-04-28
+INFO [2024-03-22 12:12:08] No target directory specified so returning output
+INFO [2024-03-22 12:12:08] Producing estimates for: East Midlands, East of England, England, London, North East, North West, Northern Ireland, Scotland, South East, South West, Wales, West Midlands, Yorkshire and The Humber
+INFO [2024-03-22 12:12:08] Regions excluded: none
+INFO [2024-03-22 12:57:39] Completed regional estimates
+INFO [2024-03-22 12:57:39] Regions with estimates: 13
+INFO [2024-03-22 12:57:39] Regions with runtime errors: 0
+INFO [2024-03-22 12:57:39] Producing summary
+INFO [2024-03-22 12:57:39] No summary directory specified so returning summary output
+INFO [2024-03-22 12:57:39] No target directory specified so returning timings</code></pre>
 </div>
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@@ -3632,49 +3619,49 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code>                      Region New confirmed cases by infection date
                       &lt;char&gt;                                &lt;char&gt;
- 1:            East Midlands                      338 (211 -- 555)
- 2:          East of England                      538 (327 -- 836)
- 3:                  England                   3578 (2217 -- 5491)
- 4:                   London                      296 (194 -- 455)
- 5:               North East                      250 (146 -- 434)
- 6:               North West                      562 (330 -- 872)
+ 1:            East Midlands                      340 (209 -- 560)
+ 2:          East of England                      549 (335 -- 850)
+ 3:                  England                   3581 (2197 -- 5521)
+ 4:                   London                      300 (190 -- 451)
+ 5:               North East                      251 (145 -- 433)
+ 6:               North West                      562 (340 -- 897)
  7:         Northern Ireland                         43 (23 -- 84)
- 8:                 Scotland                      287 (160 -- 528)
- 9:               South East                      582 (350 -- 991)
-10:               South West                      422 (302 -- 605)
-11:                    Wales                        95 (66 -- 140)
-12:            West Midlands                      272 (143 -- 515)
-13: Yorkshire and The Humber                      480 (292 -- 768)
+ 8:                 Scotland                      285 (165 -- 538)
+ 9:               South East                     596 (359 -- 1003)
+10:               South West                      416 (290 -- 607)
+11:                    Wales                        95 (65 -- 132)
+12:            West Midlands                      271 (143 -- 493)
+13: Yorkshire and The Humber                      478 (290 -- 794)
     Expected change in daily cases Effective reproduction no.
                             &lt;fctr&gt;                     &lt;char&gt;
- 1:              Likely increasing          1.2 (0.85 -- 1.6)
- 2:              Likely increasing          1.2 (0.83 -- 1.6)
- 3:              Likely decreasing         0.92 (0.64 -- 1.2)
- 4:              Likely decreasing         0.79 (0.57 -- 1.1)
- 5:              Likely decreasing         0.91 (0.61 -- 1.3)
- 6:              Likely decreasing         0.87 (0.58 -- 1.2)
- 7:              Likely decreasing           0.64 (0.38 -- 1)
- 8:              Likely decreasing         0.91 (0.59 -- 1.4)
- 9:                         Stable         0.98 (0.67 -- 1.4)
+ 1:              Likely increasing          1.2 (0.84 -- 1.6)
+ 2:              Likely increasing          1.2 (0.84 -- 1.6)
+ 3:              Likely decreasing         0.92 (0.63 -- 1.2)
+ 4:              Likely decreasing          0.8 (0.56 -- 1.1)
+ 5:              Likely decreasing          0.91 (0.6 -- 1.3)
+ 6:              Likely decreasing         0.87 (0.59 -- 1.2)
+ 7:              Likely decreasing         0.64 (0.39 -- 1.1)
+ 8:              Likely decreasing          0.91 (0.6 -- 1.4)
+ 9:                         Stable            1 (0.68 -- 1.4)
 10:                     Increasing           1.4 (1.1 -- 1.8)
-11:                     Decreasing        0.57 (0.42 -- 0.77)
+11:                     Decreasing        0.57 (0.42 -- 0.73)
 12:              Likely decreasing         0.71 (0.43 -- 1.1)
-13:                         Stable            1 (0.71 -- 1.4)
+13:                         Stable             1 (0.7 -- 1.4)
                Rate of growth Doubling/halving time (days)
                        &lt;char&gt;                       &lt;char&gt;
- 1:     0.023 (-0.02 -- 0.07)              30 (9.9 -- -34)
- 2:   0.022 (-0.023 -- 0.066)               31 (11 -- -30)
- 3:    -0.01 (-0.052 -- 0.03)              -67 (23 -- -13)
- 4:  -0.029 (-0.065 -- 0.011)              -24 (65 -- -11)
- 5:  -0.013 (-0.057 -- 0.038)              -55 (18 -- -12)
- 6:  -0.018 (-0.062 -- 0.023)              -39 (31 -- -11)
- 7:   -0.052 (-0.1 -- 0.0064)            -13 (110 -- -6.9)
- 8:  -0.012 (-0.061 -- 0.045)              -60 (15 -- -11)
- 9: -0.0027 (-0.047 -- 0.048)             -260 (14 -- -15)
-10:    0.048 (0.015 -- 0.086)                 15 (8 -- 46)
-11: -0.064 (-0.092 -- -0.033)            -11 (-21 -- -7.5)
-12:  -0.041 (-0.091 -- 0.017)             -17 (40 -- -7.6)
-13:  0.0039 (-0.041 -- 0.049)              180 (14 -- -17)</code></pre>
+ 1:    0.023 (-0.022 -- 0.07)              30 (9.9 -- -32)
+ 2:   0.024 (-0.022 -- 0.067)               29 (10 -- -31)
+ 3:    -0.01 (-0.054 -- 0.03)              -67 (23 -- -13)
+ 4: -0.028 (-0.065 -- 0.0098)              -25 (71 -- -11)
+ 5:  -0.012 (-0.058 -- 0.039)              -56 (18 -- -12)
+ 6:  -0.017 (-0.061 -- 0.024)              -40 (28 -- -11)
+ 7:   -0.052 (-0.1 -- 0.0074)               -13 (94 -- -7)
+ 8:  -0.012 (-0.059 -- 0.046)              -57 (15 -- -12)
+ 9: -0.00036 (-0.046 -- 0.05)            -1900 (14 -- -15)
+10:    0.046 (0.012 -- 0.086)               15 (8.1 -- 59)
+11: -0.064 (-0.093 -- -0.038)            -11 (-18 -- -7.5)
+12:  -0.041 (-0.091 -- 0.014)             -17 (49 -- -7.6)
+13:  0.0026 (-0.042 -- 0.052)              270 (13 -- -16)</code></pre>
 </div>
 <div class="codewrapper sourceCode" id="cb27">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -3713,7 +3700,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
  -->
 </section></section><section id="aio-create-forecast"><p>Content from <a href="create-forecast.html">Create a short-term forecast</a></p>
 <hr>
-<p>Last updated on 2024-03-08 |
+<p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/epiverse-trace/tutorials/edit/main/episodes/create-forecast.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -3802,11 +3789,14 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>WARN [2024-03-08 11:39:44] epinow: There were 1 divergent transitions after warmup. See
+<pre class="output" tabindex="0"><code>WARN [2024-03-22 13:04:53] epinow: There were 6 divergent transitions after warmup. See
 https://mc-stan.org/misc/warnings.html#divergent-transitions-after-warmup
 to find out why this is a problem and how to eliminate them. - 
-WARN [2024-03-08 11:39:44] epinow: Examine the pairs() plot to diagnose sampling problems
- - </code></pre>
+WARN [2024-03-22 13:04:53] epinow: Examine the pairs() plot to diagnose sampling problems
+ - 
+WARN [2024-03-22 13:04:55] epinow: Bulk Effective Samples Size (ESS) is too low, indicating posterior means and medians may be unreliable.
+Running the chains for more iterations may help. See
+https://mc-stan.org/misc/warnings.html#bulk-ess - </code></pre>
 </div>
 <p>We can visualise the estimates of the effective reproduction number
 and the estimated number of cases using <code>plot()</code>. The
@@ -3902,14 +3892,11 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>WARN [2024-03-08 11:47:12] epinow: There were 1 divergent transitions after warmup. See
+<pre class="output" tabindex="0"><code>WARN [2024-03-22 13:12:06] epinow: There were 3 divergent transitions after warmup. See
 https://mc-stan.org/misc/warnings.html#divergent-transitions-after-warmup
 to find out why this is a problem and how to eliminate them. - 
-WARN [2024-03-08 11:47:12] epinow: Examine the pairs() plot to diagnose sampling problems
- - 
-WARN [2024-03-08 11:47:14] epinow: Bulk Effective Samples Size (ESS) is too low, indicating posterior means and medians may be unreliable.
-Running the chains for more iterations may help. See
-https://mc-stan.org/misc/warnings.html#bulk-ess - </code></pre>
+WARN [2024-03-22 13:12:06] epinow: Examine the pairs() plot to diagnose sampling problems
+ - </code></pre>
 </div>
 <div class="codewrapper sourceCode" id="cb8">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -3920,13 +3907,13 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>                                 measure                estimate
-                                  &lt;char&gt;                  &lt;char&gt;
-1: New confirmed cases by infection date  18138 (10037 -- 31867)
-2:        Expected change in daily cases       Likely decreasing
-3:            Effective reproduction no.      0.89 (0.57 -- 1.3)
-4:                        Rate of growth -0.014 (-0.065 -- 0.04)
-5:          Doubling/halving time (days)         -49 (17 -- -11)</code></pre>
+<pre class="output" tabindex="0"><code>                                 measure                 estimate
+                                  &lt;char&gt;                   &lt;char&gt;
+1: New confirmed cases by infection date    17867 (9893 -- 30108)
+2:        Expected change in daily cases        Likely decreasing
+3:            Effective reproduction no.       0.88 (0.56 -- 1.3)
+4:                        Rate of growth -0.016 (-0.065 -- 0.034)
+5:          Doubling/halving time (days)          -44 (20 -- -11)</code></pre>
 </div>
 <p>The estimates of transmission measures such as the effective
 reproduction number and rate of growth are similar (or the same in
@@ -4188,11 +4175,20 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>WARN [2024-03-08 11:48:57] epinow: There were 10 divergent transitions after warmup. See
+<pre class="output" tabindex="0"><code>WARN [2024-03-22 13:13:55] epinow: There were 442 divergent transitions after warmup. See
 https://mc-stan.org/misc/warnings.html#divergent-transitions-after-warmup
 to find out why this is a problem and how to eliminate them. - 
-WARN [2024-03-08 11:48:57] epinow: Examine the pairs() plot to diagnose sampling problems
- - </code></pre>
+WARN [2024-03-22 13:13:55] epinow: Examine the pairs() plot to diagnose sampling problems
+ - 
+WARN [2024-03-22 13:13:57] epinow: The largest R-hat is NA, indicating chains have not mixed.
+Running the chains for more iterations may help. See
+https://mc-stan.org/misc/warnings.html#r-hat - 
+WARN [2024-03-22 13:13:59] epinow: Bulk Effective Samples Size (ESS) is too low, indicating posterior means and medians may be unreliable.
+Running the chains for more iterations may help. See
+https://mc-stan.org/misc/warnings.html#bulk-ess - 
+WARN [2024-03-22 13:14:00] epinow: Tail Effective Samples Size (ESS) is too low, indicating posterior variances and tail quantiles may be unreliable.
+Running the chains for more iterations may help. See
+https://mc-stan.org/misc/warnings.html#tail-ess - </code></pre>
 </div>
 <div class="codewrapper sourceCode" id="cb20">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -4203,17 +4199,17 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>                                 measure                estimate
-                                  &lt;char&gt;                  &lt;char&gt;
-1: New confirmed cases by infection date         100 (46 -- 243)
-2:        Expected change in daily cases              Increasing
-3:            Effective reproduction no.          1.7 (1 -- 2.8)
-4:                        Rate of growth 0.042 (0.0033 -- 0.088)
-5:          Doubling/halving time (days)         17 (7.8 -- 210)</code></pre>
+<pre class="output" tabindex="0"><code>                                 measure               estimate
+                                  &lt;char&gt;                 &lt;char&gt;
+1: New confirmed cases by infection date        123 (49 -- 429)
+2:        Expected change in daily cases             Increasing
+3:            Effective reproduction no.       1.9 (1.1 -- 4.3)
+4:                        Rate of growth 0.052 (0.0086 -- 0.13)
+5:          Doubling/halving time (days)         13 (5.3 -- 81)</code></pre>
 </div>
 <p>The effective reproduction number <span class="math inline">\(R_t\)</span> estimate (on the last date of the
-data) is 1.7 (1 – 2.8). The exponential growth rate of case numbers is
-0.042 (0.0033 – 0.088).</p>
+data) is 1.9 (1.1 – 4.3). The exponential growth rate of case numbers is
+0.052 (0.0086 – 0.13).</p>
 <p>Visualize the estimates:</p>
 <div class="codewrapper sourceCode" id="cb22">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -4257,7 +4253,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
  -->
 </section></section><section id="aio-simulating-transmission"><p>Content from <a href="simulating-transmission.html">Simulating transmission</a></p>
 <hr>
-<p>Last updated on 2024-03-08 |
+<p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/epiverse-trace/tutorials/edit/main/episodes/simulating-transmission.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -4473,7 +4469,7 @@ <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" 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="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -4907,7 +4903,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
  -->
 </section></section><section id="aio-model-choices"><p>Content from <a href="model-choices.html">Choosing an appropriate model</a></p>
 <hr>
-<p>Last updated on 2024-03-08 |
+<p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/epiverse-trace/tutorials/edit/main/episodes/model-choices.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -5431,7 +5427,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
  -->
 </section></section><section id="aio-modelling-interventions"><p>Content from <a href="modelling-interventions.html">Modelling interventions</a></p>
 <hr>
-<p>Last updated on 2024-03-08 |
+<p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/epiverse-trace/tutorials/edit/main/episodes/modelling-interventions.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -5930,7 +5926,7 @@ <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>
@@ -6005,7 +6001,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
  -->
 </section></section><section id="aio-compare-interventions"><p>Content from <a href="compare-interventions.html">Comparing public health outcomes of interventions</a></p>
 <hr>
-<p>Last updated on 2024-03-08 |
+<p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/epiverse-trace/tutorials/edit/main/episodes/compare-interventions.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -6362,14 +6358,14 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
 	
         | <a href="https://github.com/epiverse-trace/tutorials/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/epiverse-trace/tutorials/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
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-        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.2)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
+        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.3)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
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 </div> <!-- / div.container -->
@@ -6392,8 +6388,8 @@ <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": "2024-03-19",
-  "datePublished": "2024-03-19"
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/assets/styles.css b/assets/styles.css
index b1e03cc4..cd94bc48 100644
--- a/assets/styles.css
+++ b/assets/styles.css
@@ -3,4 +3,4 @@
  * Copyright 2011-2021 The Bootstrap Authors
  * Copyright 2011-2021 Twitter, Inc.
  * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)
- */@import"https://fonts.googleapis.com/css2?family=DM+Sans:opsz,wght@9..40,400;9..40,800&family=Roboto+Mono&display=swap";:root{--bs-blue: #0d6efd;--bs-indigo: #6610f2;--bs-purple: #6f42c1;--bs-pink: #d63384;--bs-red: #dc3545;--bs-orange: #fd7e14;--bs-yellow: #ffc107;--bs-green: #198754;--bs-teal: #20c997;--bs-cyan: #0dcaf0;--bs-white: #fff;--bs-gray: #6c757d;--bs-gray-dark: #343a40;--bs-gray-100: #f8f9fa;--bs-gray-200: #e9ecef;--bs-gray-300: #dee2e6;--bs-gray-400: #ced4da;--bs-gray-500: #adb5bd;--bs-gray-600: #6c757d;--bs-gray-700: #495057;--bs-gray-800: #343a40;--bs-gray-900: #212529;--bs-primary: #0d6efd;--bs-secondary: #6c757d;--bs-success: #198754;--bs-info: #0dcaf0;--bs-warning: #ffc107;--bs-danger: #dc3545;--bs-light: #f8f9fa;--bs-dark: #212529;--bs-primary-rgb: 13, 110, 253;--bs-secondary-rgb: 108, 117, 125;--bs-success-rgb: 25, 135, 84;--bs-info-rgb: 13, 202, 240;--bs-warning-rgb: 255, 193, 7;--bs-danger-rgb: 220, 53, 69;--bs-light-rgb: 248, 249, 250;--bs-dark-rgb: 33, 37, 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diff --git a/assets/styles.css.map b/assets/styles.css.map
index 3227154d..1eaab234 100644
--- a/assets/styles.css.map
+++ b/assets/styles.css.map
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diff --git a/compare-interventions.html b/compare-interventions.html
index 2d3055e0..8e5494ed 100644
--- a/compare-interventions.html
+++ b/compare-interventions.html
@@ -294,7 +294,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Comparing public health outcomes of interventions</h1>
-        <p>Last updated on 2024-03-08 |
+        <p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/epiverse-trace/tutorials/edit/main/episodes/compare-interventions.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -641,14 +641,14 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
 	
         | <a href="https://github.com/epiverse-trace/tutorials/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/epiverse-trace/tutorials/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
         
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.2)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
+        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.3)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -670,8 +670,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://epiverse-trace.github.io/tutorials/compare-interventions.html",
   "identifier": "https://epiverse-trace.github.io/tutorials/compare-interventions.html",
   "dateCreated": "2024-02-06",
-  "dateModified": "2024-03-08",
-  "datePublished": "2024-03-19"
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/create-forecast.html b/create-forecast.html
index 5a187eaf..eeb403ea 100644
--- a/create-forecast.html
+++ b/create-forecast.html
@@ -295,7 +295,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Create a short-term forecast</h1>
-        <p>Last updated on 2024-03-08 |
+        <p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/epiverse-trace/tutorials/edit/main/episodes/create-forecast.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -382,11 +382,14 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>WARN [2024-03-08 11:39:44] epinow: There were 1 divergent transitions after warmup. See
+<pre class="output" tabindex="0"><code>WARN [2024-03-22 13:04:53] epinow: There were 6 divergent transitions after warmup. See
 https://mc-stan.org/misc/warnings.html#divergent-transitions-after-warmup
 to find out why this is a problem and how to eliminate them. - 
-WARN [2024-03-08 11:39:44] epinow: Examine the pairs() plot to diagnose sampling problems
- - </code></pre>
+WARN [2024-03-22 13:04:53] epinow: Examine the pairs() plot to diagnose sampling problems
+ - 
+WARN [2024-03-22 13:04:55] epinow: Bulk Effective Samples Size (ESS) is too low, indicating posterior means and medians may be unreliable.
+Running the chains for more iterations may help. See
+https://mc-stan.org/misc/warnings.html#bulk-ess - </code></pre>
 </div>
 <p>We can visualise the estimates of the effective reproduction number
 and the estimated number of cases using <code>plot()</code>. The
@@ -479,14 +482,11 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>WARN [2024-03-08 11:47:12] epinow: There were 1 divergent transitions after warmup. See
+<pre class="output" tabindex="0"><code>WARN [2024-03-22 13:12:06] epinow: There were 3 divergent transitions after warmup. See
 https://mc-stan.org/misc/warnings.html#divergent-transitions-after-warmup
 to find out why this is a problem and how to eliminate them. - 
-WARN [2024-03-08 11:47:12] epinow: Examine the pairs() plot to diagnose sampling problems
- - 
-WARN [2024-03-08 11:47:14] epinow: Bulk Effective Samples Size (ESS) is too low, indicating posterior means and medians may be unreliable.
-Running the chains for more iterations may help. See
-https://mc-stan.org/misc/warnings.html#bulk-ess - </code></pre>
+WARN [2024-03-22 13:12:06] epinow: Examine the pairs() plot to diagnose sampling problems
+ - </code></pre>
 </div>
 <div class="codewrapper sourceCode" id="cb8">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -497,13 +497,13 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>                                 measure                estimate
-                                  &lt;char&gt;                  &lt;char&gt;
-1: New confirmed cases by infection date  18138 (10037 -- 31867)
-2:        Expected change in daily cases       Likely decreasing
-3:            Effective reproduction no.      0.89 (0.57 -- 1.3)
-4:                        Rate of growth -0.014 (-0.065 -- 0.04)
-5:          Doubling/halving time (days)         -49 (17 -- -11)</code></pre>
+<pre class="output" tabindex="0"><code>                                 measure                 estimate
+                                  &lt;char&gt;                   &lt;char&gt;
+1: New confirmed cases by infection date    17867 (9893 -- 30108)
+2:        Expected change in daily cases        Likely decreasing
+3:            Effective reproduction no.       0.88 (0.56 -- 1.3)
+4:                        Rate of growth -0.016 (-0.065 -- 0.034)
+5:          Doubling/halving time (days)          -44 (20 -- -11)</code></pre>
 </div>
 <p>The estimates of transmission measures such as the effective
 reproduction number and rate of growth are similar (or the same in
@@ -753,11 +753,20 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>WARN [2024-03-08 11:48:57] epinow: There were 10 divergent transitions after warmup. See
+<pre class="output" tabindex="0"><code>WARN [2024-03-22 13:13:55] epinow: There were 442 divergent transitions after warmup. See
 https://mc-stan.org/misc/warnings.html#divergent-transitions-after-warmup
 to find out why this is a problem and how to eliminate them. - 
-WARN [2024-03-08 11:48:57] epinow: Examine the pairs() plot to diagnose sampling problems
- - </code></pre>
+WARN [2024-03-22 13:13:55] epinow: Examine the pairs() plot to diagnose sampling problems
+ - 
+WARN [2024-03-22 13:13:57] epinow: The largest R-hat is NA, indicating chains have not mixed.
+Running the chains for more iterations may help. See
+https://mc-stan.org/misc/warnings.html#r-hat - 
+WARN [2024-03-22 13:13:59] epinow: Bulk Effective Samples Size (ESS) is too low, indicating posterior means and medians may be unreliable.
+Running the chains for more iterations may help. See
+https://mc-stan.org/misc/warnings.html#bulk-ess - 
+WARN [2024-03-22 13:14:00] epinow: Tail Effective Samples Size (ESS) is too low, indicating posterior variances and tail quantiles may be unreliable.
+Running the chains for more iterations may help. See
+https://mc-stan.org/misc/warnings.html#tail-ess - </code></pre>
 </div>
 <div class="codewrapper sourceCode" id="cb20">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -768,17 +777,17 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>                                 measure                estimate
-                                  &lt;char&gt;                  &lt;char&gt;
-1: New confirmed cases by infection date         100 (46 -- 243)
-2:        Expected change in daily cases              Increasing
-3:            Effective reproduction no.          1.7 (1 -- 2.8)
-4:                        Rate of growth 0.042 (0.0033 -- 0.088)
-5:          Doubling/halving time (days)         17 (7.8 -- 210)</code></pre>
+<pre class="output" tabindex="0"><code>                                 measure               estimate
+                                  &lt;char&gt;                 &lt;char&gt;
+1: New confirmed cases by infection date        123 (49 -- 429)
+2:        Expected change in daily cases             Increasing
+3:            Effective reproduction no.       1.9 (1.1 -- 4.3)
+4:                        Rate of growth 0.052 (0.0086 -- 0.13)
+5:          Doubling/halving time (days)         13 (5.3 -- 81)</code></pre>
 </div>
 <p>The effective reproduction number <span class="math inline">\(R_t\)</span> estimate (on the last date of the
-data) is 1.7 (1 – 2.8). The exponential growth rate of case numbers is
-0.042 (0.0033 – 0.088).</p>
+data) is 1.9 (1.1 – 4.3). The exponential growth rate of case numbers is
+0.052 (0.0086 – 0.13).</p>
 <p>Visualize the estimates:</p>
 <div class="codewrapper sourceCode" id="cb22">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -846,14 +855,14 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
 	
         | <a href="https://github.com/epiverse-trace/tutorials/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/epiverse-trace/tutorials/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
         
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.2)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
+        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.3)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -875,8 +884,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://epiverse-trace.github.io/tutorials/create-forecast.html",
   "identifier": "https://epiverse-trace.github.io/tutorials/create-forecast.html",
   "dateCreated": "2024-02-06",
-  "dateModified": "2024-03-08",
-  "datePublished": "2024-03-19"
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
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diff --git a/images.html b/images.html
index 3b6c5a83..7f2ed186 100644
--- a/images.html
+++ b/images.html
@@ -498,14 +498,14 @@ <h3 id="compare-interventions-figure-1">Figure 1</h3>
 	
         | <a href="https://github.com/epiverse-trace/tutorials/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/epiverse-trace/tutorials/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
         
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.2)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
+        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.3)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
 			</div>
 		</footer>
 </div> <!-- / div.container -->
@@ -528,8 +528,8 @@ <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": "2024-03-19",
-  "datePublished": "2024-03-19"
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/index.html b/index.html
index b21813e7..f59c4b9b 100644
--- a/index.html
+++ b/index.html
@@ -473,14 +473,14 @@ <h3 id="download-the-data">Download the data<a class="anchor" aria-label="anchor
 	
         | <a href="https://github.com/epiverse-trace/tutorials/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/epiverse-trace/tutorials/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
         
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.2)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
+        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.3)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -502,8 +502,8 @@ <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": "2024-03-19",
-  "datePublished": "2024-03-19"
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/instructor-notes.html b/instructor-notes.html
index 8b25c6f2..c8c01c00 100644
--- a/instructor-notes.html
+++ b/instructor-notes.html
@@ -360,14 +360,14 @@ <h1>Instructor Notes</h1>
 	
         | <a href="https://github.com/epiverse-trace/tutorials/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/epiverse-trace/tutorials/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
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 			<div class="col-md-6">
         
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.2)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
+        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.3)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
 			</div>
 		</footer>
 </div> <!-- / div.container -->
@@ -390,8 +390,8 @@ <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": "2024-03-19",
-  "datePublished": "2024-03-19"
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/instructor/404.html b/instructor/404.html
index 480ca1c6..ca417039 100644
--- a/instructor/404.html
+++ b/instructor/404.html
@@ -317,14 +317,14 @@ <h1>Page not found</h1>
 	
         | <a href="https://github.com/epiverse-trace/tutorials/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/epiverse-trace/tutorials/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
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 			<div class="col-md-6">
         
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.2)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
+        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.3)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -346,8 +346,8 @@ <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": "2024-03-19",
-  "datePublished": "2024-03-19"
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index b510345d..227a793c 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
@@ -280,7 +280,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Contributor Code of Conduct</h1>
-        <p>Last updated on 2024-03-08 |
+        <p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/epiverse-trace/tutorials/edit/main/CODE_OF_CONDUCT.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -337,14 +337,14 @@ <h1>Contributor Code of Conduct</h1>
 	
         | <a href="https://github.com/epiverse-trace/tutorials/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/epiverse-trace/tutorials/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
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 			<div class="col-md-6">
         
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.2)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
+        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.3)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -366,8 +366,8 @@ <h1>Contributor Code of Conduct</h1>
   "url": "https://epiverse-trace.github.io/tutorials/instructor/CODE_OF_CONDUCT.html",
   "identifier": "https://epiverse-trace.github.io/tutorials/instructor/CODE_OF_CONDUCT.html",
   "dateCreated": "2024-02-06",
-  "dateModified": "2024-03-08",
-  "datePublished": "2024-03-19"
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index 3a55ca17..55054eb7 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -280,7 +280,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Licenses</h1>
-        <p>Last updated on 2024-03-08 |
+        <p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/epiverse-trace/tutorials/edit/main/LICENSE.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -385,14 +385,14 @@ <h1>Licenses</h1>
 	
         | <a href="https://github.com/epiverse-trace/tutorials/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/epiverse-trace/tutorials/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
         
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.2)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
+        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.3)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -414,8 +414,8 @@ <h1>Licenses</h1>
   "url": "https://epiverse-trace.github.io/tutorials/instructor/LICENSE.html",
   "identifier": "https://epiverse-trace.github.io/tutorials/instructor/LICENSE.html",
   "dateCreated": "2024-02-06",
-  "dateModified": "2024-03-08",
-  "datePublished": "2024-03-19"
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/instructor/aio.html b/instructor/aio.html
index 39236776..36ea8ec0 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -338,7 +338,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         
 <section id="aio-introduction"><p>Content from <a href="introduction.html">Outbreak analytics pipelines</a></p>
 <hr>
-<p>Last updated on 2024-03-08 |
+<p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/epiverse-trace/tutorials/edit/main/episodes/introduction.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 12 minutes</p>
@@ -532,19 +532,9 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <span>  <span class="op">)</span></span>
 <span><span class="op">)</span></span></code></pre>
 </div>
-<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>
-</h3>
-<pre class="output" tabindex="0"><code>WARN [2024-03-08 10:42:50] epinow: Bulk Effective Samples Size (ESS) is too low, indicating posterior means and medians may be unreliable.
-Running the chains for more iterations may help. See
-https://mc-stan.org/misc/warnings.html#bulk-ess - 
-WARN [2024-03-08 10:42:50] epinow: Tail Effective Samples Size (ESS) is too low, indicating posterior variances and tail quantiles may be unreliable.
-Running the chains for more iterations may help. See
-https://mc-stan.org/misc/warnings.html#tail-ess - </code></pre>
-</div>
 <p>As an output, we get the time-varying (or <a href="reference.html#effectiverepro">effective</a>) reproduction number,
 as well as the cases by date of report and date of infection:</p>
-<div class="codewrapper sourceCode" id="cb7">
+<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>
 <pre class="downlit sourceCode r">
@@ -653,7 +643,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
  -->
 </section></section><section id="aio-read-delays"><p>Content from <a href="read-delays.html">Read delays</a></p>
 <hr>
-<p>Last updated on 2024-03-08 |
+<p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/epiverse-trace/tutorials/edit/main/episodes/read-delays.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 12 minutes</p>
@@ -955,7 +945,7 @@ <h3 class="callout-title">Serial interval<a class="anchor" aria-label="anchor" h
 <button class="accordion-button hint-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseHint1" aria-expanded="false" aria-controls="collapseHint1">
   <h4 class="accordion-header" id="headingHint1">Give me a hint</h4>
 </button>
-<div id="collapseHint1" class="accordion-collapse collapse" data-bs-parent="#accordionHint1" aria-labelledby="headingHint1">
+<div id="collapseHint1" class="accordion-collapse collapse" aria-labelledby="headingHint1" data-bs-parent="#accordionHint1">
 <div class="accordion-body">
 <p>The peak of each curve can inform you about the location of the mean
 of each distribution. The larger the mean, the larger the serial
@@ -969,7 +959,7 @@ <h4 class="accordion-header" id="headingHint1">Give me a hint</h4>
 <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>Which one would be harder to control?</p>
 <ul>
@@ -992,7 +982,7 @@ <h4 class="accordion-header" id="headingSolution1">Show me the solution</h4>
   <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" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
 <div class="accordion-body">
 <p>The objective of the assessment above is to assess the interpretation
 of a larger or shorter generation time.</p>
@@ -1217,7 +1207,7 @@ <h3 class="callout-title">Ebola’s incubation periods<a class="anchor" aria-lab
 <button class="accordion-button hint-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseHint2" aria-expanded="false" aria-controls="collapseHint2">
   <h4 class="accordion-header" id="headingHint2">Give me a hint</h4>
 </button>
-<div id="collapseHint2" class="accordion-collapse collapse" data-bs-parent="#accordionHint2" aria-labelledby="headingHint2">
+<div id="collapseHint2" class="accordion-collapse collapse" aria-labelledby="headingHint2" data-bs-parent="#accordionHint2">
 <div class="accordion-body">
 <p>The <code>{epiparameter}</code> combo of <code>epidist_db()</code>
 plus <code>list_distributions()</code> list all the entries by:</p>
@@ -1237,7 +1227,7 @@ <h4 class="accordion-header" id="headingHint2">Give me a hint</h4>
 <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">
 <div class="codewrapper sourceCode" id="cb16">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1422,7 +1412,7 @@ <h3 class="callout-title">Ebola’s incubation period<a class="anchor" aria-labe
 <button class="accordion-button hint-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseHint3" aria-expanded="false" aria-controls="collapseHint3">
   <h4 class="accordion-header" id="headingHint3">Give me a hint</h4>
 </button>
-<div id="collapseHint3" class="accordion-collapse collapse" data-bs-parent="#accordionHint3" aria-labelledby="headingHint3">
+<div id="collapseHint3" class="accordion-collapse collapse" aria-labelledby="headingHint3" data-bs-parent="#accordionHint3">
 <div class="accordion-body">
 <p>The <code>{epiparameter}</code> combo of <code>epidist_db()</code>
 plus <code>list_distributions()</code> list all the entries by:</p>
@@ -1452,7 +1442,7 @@ <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="#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">
 <div class="codewrapper sourceCode" id="cb28">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1520,7 +1510,7 @@ <h3 class="callout-title">How to get the<code>sd</code>and other
 <button class="accordion-button hint-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseHint4" aria-expanded="false" aria-controls="collapseHint4">
   <h4 class="accordion-header" id="headingHint4">Give me a hint</h4>
 </button>
-<div id="collapseHint4" class="accordion-collapse collapse" data-bs-parent="#accordionHint4" aria-labelledby="headingHint4">
+<div id="collapseHint4" class="accordion-collapse collapse" aria-labelledby="headingHint4" data-bs-parent="#accordionHint4">
 <div class="accordion-body">
 <p>Use the <code>$</code> operator plus the <kbd>tab</kbd> keyboard
 button to explore them as an expandable list:</p>
@@ -1540,7 +1530,7 @@ <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="#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">
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@@ -1605,7 +1595,7 @@ <h3 class="callout-title">Ebola’s severity parameter<a class="anchor" aria-lab
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 </button>
-<div id="collapseHint5" class="accordion-collapse collapse" data-bs-parent="#accordionHint5" aria-labelledby="headingHint5">
+<div id="collapseHint5" class="accordion-collapse collapse" aria-labelledby="headingHint5" data-bs-parent="#accordionHint5">
 <div class="accordion-body">
 <p>An informative delay measures the time from symptom onset to recovery
 or death.</p>
@@ -1618,7 +1608,7 @@ <h4 class="accordion-header" id="headingHint5">Give me a hint</h4>
 <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" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
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@@ -1702,7 +1692,7 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
   <h3 class="accordion-header" id="headingSpoiler1">
 <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div>Parameterised entries have an Inference method</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>As detailed in <code>?is_parameterised</code>, a parameterised
 distribution is the entry that has a probability distribution associated
@@ -1817,7 +1807,7 @@ <h3 class="callout-title">The distribution Zoo<a class="anchor" aria-label="anch
   <h3 class="accordion-header" id="headingSpoiler2">
 <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div>Functions for the Normal distribution</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>If you need it, read in detail about the <a href="https://sakai.unc.edu/access/content/group/3d1eb92e-7848-4f55-90c3-7c72a54e7e43/public/docs/lectures/lecture13.htm#probfunc" class="external-link">R
 probability functions for the normal distribution</a>, each of its
@@ -1890,8 +1880,8 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code> [1]  6.571590  2.174025  5.777432 17.746870  2.384938  2.711137  0.935204
- [8]  6.285290 12.111825  3.254131</code></pre>
+<pre class="output" tabindex="0"><code> [1]  1.729526  3.960313  3.440434  2.395671  2.100196  1.816585  2.978612
+ [8]  6.020666 11.442393  6.516111</code></pre>
 </div>
 <div id="accordionInstructor2" class="accordion instructor-note accordion-flush">
 <div class="accordion-item">
@@ -1899,7 +1889,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
   <h3 class="accordion-header" id="headingInstructor2">
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 </button>
-<div id="collapseInstructor2" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor2" aria-labelledby="headingInstructor2">
+<div id="collapseInstructor2" class="accordion-collapse collapse" aria-labelledby="headingInstructor2" data-bs-parent="#accordionInstructor2">
 <div class="accordion-body">
 <p>Access to the reference documentation (Help files) for these
 functions is accessible with the three double-colon notation:
@@ -1945,7 +1935,7 @@ <h3 class="callout-title">Window for contact tracing and the Serial
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+<div id="collapseHint6" class="accordion-collapse collapse" aria-labelledby="headingHint6" data-bs-parent="#accordionHint6">
 <div class="accordion-body">
 <p>In Figure 5 from the <a href="https://sakai.unc.edu/access/content/group/3d1eb92e-7848-4f55-90c3-7c72a54e7e43/public/docs/lectures/lecture13.htm#probfunc" class="external-link">R
 probability functions for the normal distribution</a>, the shadowed
@@ -1960,7 +1950,7 @@ <h4 class="accordion-header" id="headingHint6">Give me a hint</h4>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution6" aria-expanded="false" aria-controls="collapseSolution6">
   <h4 class="accordion-header" id="headingSolution6">Show me the solution</h4>
 </button>
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+<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
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@@ -1991,7 +1981,7 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
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   <h4 class="accordion-header" id="headingSolution7">What if</h4>
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+<div id="collapseSolution7" class="accordion-collapse collapse" aria-labelledby="headingSolution7" data-bs-parent="#accordionSolution7">
 <div class="accordion-body">
 <p>If we exchange the question between days and cumulative probability
 to:</p>
@@ -2112,7 +2102,7 @@ <h3 class="callout-title">Lenght of quarantine and Incubation
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   <h4 class="accordion-header" id="headingHint7">Give me a hint</h4>
 </button>
-<div id="collapseHint7" class="accordion-collapse collapse" data-bs-parent="#accordionHint7" aria-labelledby="headingHint7">
+<div id="collapseHint7" class="accordion-collapse collapse" aria-labelledby="headingHint7" data-bs-parent="#accordionHint7">
 <div class="accordion-body">
 <p>What delay distribution measures the time between infection and the
 onset of symptoms?</p>
@@ -2147,7 +2137,7 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
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 </button>
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   <h4 class="accordion-header" id="headingSolution9">how to create a distribution plot?</h4>
 </button>
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+<div id="collapseSolution9" class="accordion-collapse collapse" aria-labelledby="headingSolution9" data-bs-parent="#accordionSolution9">
 <div class="accordion-body">
 <p>From a maximum value with <code>$prob_dist$q()</code>, we can create
 a sequence of quantile values as a numeric vector and map density values
@@ -2294,7 +2284,7 @@ <h3 class="callout-title">Ebola’s effective reproduction number<a class="ancho
 <button class="accordion-button hint-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseHint8" aria-expanded="false" aria-controls="collapseHint8">
   <h4 class="accordion-header" id="headingHint8">Give me a hint</h4>
 </button>
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+<div id="collapseHint8" class="accordion-collapse collapse" aria-labelledby="headingHint8" data-bs-parent="#accordionHint8">
 <div class="accordion-body">
 <p>To calculate the <span class="math inline">\(R_t\)</span>, we
 need:</p>
@@ -2318,7 +2308,7 @@ <h4 class="accordion-header" id="headingHint8">Give me a hint</h4>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution10" aria-expanded="false" aria-controls="collapseSolution10">
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 </button>
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@@ -2421,7 +2411,7 @@ <h3 class="callout-title">Reuse an Incubation period for COVID-19<a class="ancho
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+<div id="collapseHint9" class="accordion-collapse collapse" aria-labelledby="headingHint9" data-bs-parent="#accordionHint9">
 <div class="accordion-body">
 <p>The <code>delays</code> argument and the <code>delay_opts()</code>
 helper function are analogous to the <code>generation_time</code>
@@ -2453,7 +2443,7 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
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   <h4 class="accordion-header" id="headingSolution12">How much has it changed?</h4>
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 <div class="accordion-body">
 <p>After adding the incubation period, discuss:</p>
 <ul>
@@ -2538,7 +2528,7 @@ <h3 class="callout-title">Ebola’s effective reproduction number was
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   <h4 class="accordion-header" id="headingHint10">Give me a hint</h4>
 </button>
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+<div id="collapseHint10" class="accordion-collapse collapse" aria-labelledby="headingHint10" data-bs-parent="#accordionHint10">
 <div class="accordion-body">
 <p>We can use two complementary delay distributions to estimate the
 <span class="math inline">\(R_t\)</span> at time <span class="math inline">\(t\)</span>.</p>
@@ -2551,7 +2541,7 @@ <h4 class="accordion-header" id="headingHint10">Give me a hint</h4>
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 </button>
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+<div id="collapseHint11" class="accordion-collapse collapse" aria-labelledby="headingHint11" data-bs-parent="#accordionHint11">
 <div class="accordion-body">
 <p>How to get the mean and standard deviation from a generation time
 with median and quantiles as summary statistics?</p>
@@ -2657,7 +2647,7 @@ <h4 class="accordion-header" id="headingHint11">Give me a hint</h4>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution14" aria-expanded="false" aria-controls="collapseSolution14">
   <h4 class="accordion-header" id="headingSolution14">Show me the solution</h4>
 </button>
-<div id="collapseSolution14" class="accordion-collapse collapse" data-bs-parent="#accordionSolution14" aria-labelledby="headingSolution14">
+<div id="collapseSolution14" class="accordion-collapse collapse" aria-labelledby="headingSolution14" data-bs-parent="#accordionSolution14">
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 <!-- https://github.com/epiverse-trace/epiparameter/issues/114 -->
 <div class="codewrapper sourceCode" id="cb73">
@@ -2800,7 +2790,7 @@ <h3 class="callout-title">How to estimate delay distributions for
   <h3 class="accordion-header" id="headingSpoiler3">
 <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div>How to assess for pre-symptomatic infection?</h3>
 </button>
-<div id="collapseSpoiler3" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler3" aria-labelledby="headingSpoiler3">
+<div id="collapseSpoiler3" class="accordion-collapse collapse" aria-labelledby="headingSpoiler3" data-bs-parent="#accordionSpoiler3">
 <div class="accordion-body">
 <p>The lengths of the Serial interval and Incubation period determine
 the type of disease transmission.</p>
@@ -2856,7 +2846,7 @@ <h3 class="callout-title">What type of transmission?<a class="anchor" aria-label
 <button class="accordion-button hint-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseHint12" aria-expanded="false" aria-controls="collapseHint12">
   <h4 class="accordion-header" id="headingHint12">Give me a hint</h4>
 </button>
-<div id="collapseHint12" class="accordion-collapse collapse" data-bs-parent="#accordionHint12" aria-labelledby="headingHint12">
+<div id="collapseHint12" class="accordion-collapse collapse" aria-labelledby="headingHint12" data-bs-parent="#accordionHint12">
 <div class="accordion-body">
 <p>For types of transmission, we refer to infections with symptomatic or
 pre-symptomatic transmission.</p>
@@ -2874,7 +2864,7 @@ <h4 class="accordion-header" id="headingHint12">Give me a hint</h4>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution15" aria-expanded="false" aria-controls="collapseSolution15">
   <h4 class="accordion-header" id="headingSolution15">Show me the solution</h4>
 </button>
-<div id="collapseSolution15" class="accordion-collapse collapse" data-bs-parent="#accordionSolution15" aria-labelledby="headingSolution15">
+<div id="collapseSolution15" class="accordion-collapse collapse" aria-labelledby="headingSolution15" data-bs-parent="#accordionSolution15">
 <div class="accordion-body">
 <p>In this solution we use <code>purrr::pluck()</code> to extract
 elements within the <code>summary_stats</code> object which is of class
@@ -2995,7 +2985,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
  -->
 </section></section><section id="aio-quantify-transmissibility"><p>Content from <a href="quantify-transmissibility.html">Quantifying transmission</a></p>
 <hr>
-<p>Last updated on 2024-03-08 |
+<p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/epiverse-trace/tutorials/edit/main/episodes/quantify-transmissibility.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 30 minutes</p>
@@ -3489,14 +3479,11 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>WARN [2024-03-08 10:49:29] epinow: There were 3 divergent transitions after warmup. See
+<pre class="output" tabindex="0"><code>WARN [2024-03-22 12:12:02] epinow: There were 1 divergent transitions after warmup. See
 https://mc-stan.org/misc/warnings.html#divergent-transitions-after-warmup
 to find out why this is a problem and how to eliminate them. - 
-WARN [2024-03-08 10:49:29] epinow: Examine the pairs() plot to diagnose sampling problems
- - 
-WARN [2024-03-08 10:49:30] epinow: Bulk Effective Samples Size (ESS) is too low, indicating posterior means and medians may be unreliable.
-Running the chains for more iterations may help. See
-https://mc-stan.org/misc/warnings.html#bulk-ess - </code></pre>
+WARN [2024-03-22 12:12:02] epinow: Examine the pairs() plot to diagnose sampling problems
+ - </code></pre>
 </div>
 <div class="section level3">
 <h3 id="results">Results<a class="anchor" aria-label="anchor" href="#results"></a>
@@ -3538,24 +3525,24 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code>                                 measure                 estimate
                                   &lt;char&gt;                   &lt;char&gt;
-1: New confirmed cases by infection date     7224 (4135 -- 12849)
+1: New confirmed cases by infection date     7267 (4109 -- 12512)
 2:        Expected change in daily cases        Likely decreasing
 3:            Effective reproduction no.       0.89 (0.58 -- 1.3)
-4:                        Rate of growth -0.015 (-0.062 -- 0.041)
-5:          Doubling/halving time (days)          -47 (17 -- -11)</code></pre>
+4:                        Rate of growth -0.014 (-0.063 -- 0.038)
+5:          Doubling/halving time (days)          -49 (18 -- -11)</code></pre>
 </div>
 <p>As these estimates are based on partial data, they have a wide
 uncertainty interval.</p>
 <ul>
 <li><p>From the summary of our analysis we see that the expected change
 in daily cases is Likely decreasing with the estimated new confirmed
-cases 7224 (4135 – 12849).</p></li>
+cases 7267 (4109 – 12512).</p></li>
 <li><p>The effective reproduction number <span class="math inline">\(R_t\)</span> estimate (on the last date of the
 data) is 0.89 (0.58 – 1.3).</p></li>
-<li><p>The exponential growth rate of case numbers is -0.015 (-0.062 –
-0.041).</p></li>
+<li><p>The exponential growth rate of case numbers is -0.014 (-0.063 –
+0.038).</p></li>
 <li><p>The doubling time (the time taken for case numbers to double) is
--47 (17 – -11).</p></li>
+-49 (18 – -11).</p></li>
 </ul>
 <div id="expected-change-in-daily-cases" class="callout">
 <div class="callout-square">
@@ -3662,17 +3649,17 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>INFO [2024-03-08 10:49:34] Producing following optional outputs: regions, summary, samples, plots, latest
-INFO [2024-03-08 10:49:34] Reporting estimates using data up to: 2020-04-28
-INFO [2024-03-08 10:49:34] No target directory specified so returning output
-INFO [2024-03-08 10:49:34] Producing estimates for: East Midlands, East of England, England, London, North East, North West, Northern Ireland, Scotland, South East, South West, Wales, West Midlands, Yorkshire and The Humber
-INFO [2024-03-08 10:49:34] Regions excluded: none
-INFO [2024-03-08 11:32:47] Completed regional estimates
-INFO [2024-03-08 11:32:47] Regions with estimates: 13
-INFO [2024-03-08 11:32:47] Regions with runtime errors: 0
-INFO [2024-03-08 11:32:47] Producing summary
-INFO [2024-03-08 11:32:47] No summary directory specified so returning summary output
-INFO [2024-03-08 11:32:47] No target directory specified so returning timings</code></pre>
+<pre class="output" tabindex="0"><code>INFO [2024-03-22 12:12:08] Producing following optional outputs: regions, summary, samples, plots, latest
+INFO [2024-03-22 12:12:08] Reporting estimates using data up to: 2020-04-28
+INFO [2024-03-22 12:12:08] No target directory specified so returning output
+INFO [2024-03-22 12:12:08] Producing estimates for: East Midlands, East of England, England, London, North East, North West, Northern Ireland, Scotland, South East, South West, Wales, West Midlands, Yorkshire and The Humber
+INFO [2024-03-22 12:12:08] Regions excluded: none
+INFO [2024-03-22 12:57:39] Completed regional estimates
+INFO [2024-03-22 12:57:39] Regions with estimates: 13
+INFO [2024-03-22 12:57:39] Regions with runtime errors: 0
+INFO [2024-03-22 12:57:39] Producing summary
+INFO [2024-03-22 12:57:39] No summary directory specified so returning summary output
+INFO [2024-03-22 12:57:39] No target directory specified so returning timings</code></pre>
 </div>
 <div class="codewrapper sourceCode" id="cb25">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -3685,49 +3672,49 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code>                      Region New confirmed cases by infection date
                       &lt;char&gt;                                &lt;char&gt;
- 1:            East Midlands                      338 (211 -- 555)
- 2:          East of England                      538 (327 -- 836)
- 3:                  England                   3578 (2217 -- 5491)
- 4:                   London                      296 (194 -- 455)
- 5:               North East                      250 (146 -- 434)
- 6:               North West                      562 (330 -- 872)
+ 1:            East Midlands                      340 (209 -- 560)
+ 2:          East of England                      549 (335 -- 850)
+ 3:                  England                   3581 (2197 -- 5521)
+ 4:                   London                      300 (190 -- 451)
+ 5:               North East                      251 (145 -- 433)
+ 6:               North West                      562 (340 -- 897)
  7:         Northern Ireland                         43 (23 -- 84)
- 8:                 Scotland                      287 (160 -- 528)
- 9:               South East                      582 (350 -- 991)
-10:               South West                      422 (302 -- 605)
-11:                    Wales                        95 (66 -- 140)
-12:            West Midlands                      272 (143 -- 515)
-13: Yorkshire and The Humber                      480 (292 -- 768)
+ 8:                 Scotland                      285 (165 -- 538)
+ 9:               South East                     596 (359 -- 1003)
+10:               South West                      416 (290 -- 607)
+11:                    Wales                        95 (65 -- 132)
+12:            West Midlands                      271 (143 -- 493)
+13: Yorkshire and The Humber                      478 (290 -- 794)
     Expected change in daily cases Effective reproduction no.
                             &lt;fctr&gt;                     &lt;char&gt;
- 1:              Likely increasing          1.2 (0.85 -- 1.6)
- 2:              Likely increasing          1.2 (0.83 -- 1.6)
- 3:              Likely decreasing         0.92 (0.64 -- 1.2)
- 4:              Likely decreasing         0.79 (0.57 -- 1.1)
- 5:              Likely decreasing         0.91 (0.61 -- 1.3)
- 6:              Likely decreasing         0.87 (0.58 -- 1.2)
- 7:              Likely decreasing           0.64 (0.38 -- 1)
- 8:              Likely decreasing         0.91 (0.59 -- 1.4)
- 9:                         Stable         0.98 (0.67 -- 1.4)
+ 1:              Likely increasing          1.2 (0.84 -- 1.6)
+ 2:              Likely increasing          1.2 (0.84 -- 1.6)
+ 3:              Likely decreasing         0.92 (0.63 -- 1.2)
+ 4:              Likely decreasing          0.8 (0.56 -- 1.1)
+ 5:              Likely decreasing          0.91 (0.6 -- 1.3)
+ 6:              Likely decreasing         0.87 (0.59 -- 1.2)
+ 7:              Likely decreasing         0.64 (0.39 -- 1.1)
+ 8:              Likely decreasing          0.91 (0.6 -- 1.4)
+ 9:                         Stable            1 (0.68 -- 1.4)
 10:                     Increasing           1.4 (1.1 -- 1.8)
-11:                     Decreasing        0.57 (0.42 -- 0.77)
+11:                     Decreasing        0.57 (0.42 -- 0.73)
 12:              Likely decreasing         0.71 (0.43 -- 1.1)
-13:                         Stable            1 (0.71 -- 1.4)
+13:                         Stable             1 (0.7 -- 1.4)
                Rate of growth Doubling/halving time (days)
                        &lt;char&gt;                       &lt;char&gt;
- 1:     0.023 (-0.02 -- 0.07)              30 (9.9 -- -34)
- 2:   0.022 (-0.023 -- 0.066)               31 (11 -- -30)
- 3:    -0.01 (-0.052 -- 0.03)              -67 (23 -- -13)
- 4:  -0.029 (-0.065 -- 0.011)              -24 (65 -- -11)
- 5:  -0.013 (-0.057 -- 0.038)              -55 (18 -- -12)
- 6:  -0.018 (-0.062 -- 0.023)              -39 (31 -- -11)
- 7:   -0.052 (-0.1 -- 0.0064)            -13 (110 -- -6.9)
- 8:  -0.012 (-0.061 -- 0.045)              -60 (15 -- -11)
- 9: -0.0027 (-0.047 -- 0.048)             -260 (14 -- -15)
-10:    0.048 (0.015 -- 0.086)                 15 (8 -- 46)
-11: -0.064 (-0.092 -- -0.033)            -11 (-21 -- -7.5)
-12:  -0.041 (-0.091 -- 0.017)             -17 (40 -- -7.6)
-13:  0.0039 (-0.041 -- 0.049)              180 (14 -- -17)</code></pre>
+ 1:    0.023 (-0.022 -- 0.07)              30 (9.9 -- -32)
+ 2:   0.024 (-0.022 -- 0.067)               29 (10 -- -31)
+ 3:    -0.01 (-0.054 -- 0.03)              -67 (23 -- -13)
+ 4: -0.028 (-0.065 -- 0.0098)              -25 (71 -- -11)
+ 5:  -0.012 (-0.058 -- 0.039)              -56 (18 -- -12)
+ 6:  -0.017 (-0.061 -- 0.024)              -40 (28 -- -11)
+ 7:   -0.052 (-0.1 -- 0.0074)               -13 (94 -- -7)
+ 8:  -0.012 (-0.059 -- 0.046)              -57 (15 -- -12)
+ 9: -0.00036 (-0.046 -- 0.05)            -1900 (14 -- -15)
+10:    0.046 (0.012 -- 0.086)               15 (8.1 -- 59)
+11: -0.064 (-0.093 -- -0.038)            -11 (-18 -- -7.5)
+12:  -0.041 (-0.091 -- 0.014)             -17 (49 -- -7.6)
+13:  0.0026 (-0.042 -- 0.052)              270 (13 -- -16)</code></pre>
 </div>
 <div class="codewrapper sourceCode" id="cb27">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -3766,7 +3753,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
  -->
 </section></section><section id="aio-create-forecast"><p>Content from <a href="create-forecast.html">Create a short-term forecast</a></p>
 <hr>
-<p>Last updated on 2024-03-08 |
+<p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/epiverse-trace/tutorials/edit/main/episodes/create-forecast.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 60 minutes</p>
@@ -3856,11 +3843,14 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>WARN [2024-03-08 11:39:44] epinow: There were 1 divergent transitions after warmup. See
+<pre class="output" tabindex="0"><code>WARN [2024-03-22 13:04:53] epinow: There were 6 divergent transitions after warmup. See
 https://mc-stan.org/misc/warnings.html#divergent-transitions-after-warmup
 to find out why this is a problem and how to eliminate them. - 
-WARN [2024-03-08 11:39:44] epinow: Examine the pairs() plot to diagnose sampling problems
- - </code></pre>
+WARN [2024-03-22 13:04:53] epinow: Examine the pairs() plot to diagnose sampling problems
+ - 
+WARN [2024-03-22 13:04:55] epinow: Bulk Effective Samples Size (ESS) is too low, indicating posterior means and medians may be unreliable.
+Running the chains for more iterations may help. See
+https://mc-stan.org/misc/warnings.html#bulk-ess - </code></pre>
 </div>
 <p>We can visualise the estimates of the effective reproduction number
 and the estimated number of cases using <code>plot()</code>. The
@@ -3956,14 +3946,11 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>WARN [2024-03-08 11:47:12] epinow: There were 1 divergent transitions after warmup. See
+<pre class="output" tabindex="0"><code>WARN [2024-03-22 13:12:06] epinow: There were 3 divergent transitions after warmup. See
 https://mc-stan.org/misc/warnings.html#divergent-transitions-after-warmup
 to find out why this is a problem and how to eliminate them. - 
-WARN [2024-03-08 11:47:12] epinow: Examine the pairs() plot to diagnose sampling problems
- - 
-WARN [2024-03-08 11:47:14] epinow: Bulk Effective Samples Size (ESS) is too low, indicating posterior means and medians may be unreliable.
-Running the chains for more iterations may help. See
-https://mc-stan.org/misc/warnings.html#bulk-ess - </code></pre>
+WARN [2024-03-22 13:12:06] epinow: Examine the pairs() plot to diagnose sampling problems
+ - </code></pre>
 </div>
 <div class="codewrapper sourceCode" id="cb8">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -3974,13 +3961,13 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>                                 measure                estimate
-                                  &lt;char&gt;                  &lt;char&gt;
-1: New confirmed cases by infection date  18138 (10037 -- 31867)
-2:        Expected change in daily cases       Likely decreasing
-3:            Effective reproduction no.      0.89 (0.57 -- 1.3)
-4:                        Rate of growth -0.014 (-0.065 -- 0.04)
-5:          Doubling/halving time (days)         -49 (17 -- -11)</code></pre>
+<pre class="output" tabindex="0"><code>                                 measure                 estimate
+                                  &lt;char&gt;                   &lt;char&gt;
+1: New confirmed cases by infection date    17867 (9893 -- 30108)
+2:        Expected change in daily cases        Likely decreasing
+3:            Effective reproduction no.       0.88 (0.56 -- 1.3)
+4:                        Rate of growth -0.016 (-0.065 -- 0.034)
+5:          Doubling/halving time (days)          -44 (20 -- -11)</code></pre>
 </div>
 <p>The estimates of transmission measures such as the effective
 reproduction number and rate of growth are similar (or the same in
@@ -4242,11 +4229,20 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>WARN [2024-03-08 11:48:57] epinow: There were 10 divergent transitions after warmup. See
+<pre class="output" tabindex="0"><code>WARN [2024-03-22 13:13:55] epinow: There were 442 divergent transitions after warmup. See
 https://mc-stan.org/misc/warnings.html#divergent-transitions-after-warmup
 to find out why this is a problem and how to eliminate them. - 
-WARN [2024-03-08 11:48:57] epinow: Examine the pairs() plot to diagnose sampling problems
- - </code></pre>
+WARN [2024-03-22 13:13:55] epinow: Examine the pairs() plot to diagnose sampling problems
+ - 
+WARN [2024-03-22 13:13:57] epinow: The largest R-hat is NA, indicating chains have not mixed.
+Running the chains for more iterations may help. See
+https://mc-stan.org/misc/warnings.html#r-hat - 
+WARN [2024-03-22 13:13:59] epinow: Bulk Effective Samples Size (ESS) is too low, indicating posterior means and medians may be unreliable.
+Running the chains for more iterations may help. See
+https://mc-stan.org/misc/warnings.html#bulk-ess - 
+WARN [2024-03-22 13:14:00] epinow: Tail Effective Samples Size (ESS) is too low, indicating posterior variances and tail quantiles may be unreliable.
+Running the chains for more iterations may help. See
+https://mc-stan.org/misc/warnings.html#tail-ess - </code></pre>
 </div>
 <div class="codewrapper sourceCode" id="cb20">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -4257,17 +4253,17 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>                                 measure                estimate
-                                  &lt;char&gt;                  &lt;char&gt;
-1: New confirmed cases by infection date         100 (46 -- 243)
-2:        Expected change in daily cases              Increasing
-3:            Effective reproduction no.          1.7 (1 -- 2.8)
-4:                        Rate of growth 0.042 (0.0033 -- 0.088)
-5:          Doubling/halving time (days)         17 (7.8 -- 210)</code></pre>
+<pre class="output" tabindex="0"><code>                                 measure               estimate
+                                  &lt;char&gt;                 &lt;char&gt;
+1: New confirmed cases by infection date        123 (49 -- 429)
+2:        Expected change in daily cases             Increasing
+3:            Effective reproduction no.       1.9 (1.1 -- 4.3)
+4:                        Rate of growth 0.052 (0.0086 -- 0.13)
+5:          Doubling/halving time (days)         13 (5.3 -- 81)</code></pre>
 </div>
 <p>The effective reproduction number <span class="math inline">\(R_t\)</span> estimate (on the last date of the
-data) is 1.7 (1 – 2.8). The exponential growth rate of case numbers is
-0.042 (0.0033 – 0.088).</p>
+data) is 1.9 (1.1 – 4.3). The exponential growth rate of case numbers is
+0.052 (0.0086 – 0.13).</p>
 <p>Visualize the estimates:</p>
 <div class="codewrapper sourceCode" id="cb22">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -4311,7 +4307,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
  -->
 </section></section><section id="aio-simulating-transmission"><p>Content from <a href="simulating-transmission.html">Simulating transmission</a></p>
 <hr>
-<p>Last updated on 2024-03-08 |
+<p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/epiverse-trace/tutorials/edit/main/episodes/simulating-transmission.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 75 minutes</p>
@@ -4386,7 +4382,7 @@ <h3 class="callout-title">Prerequisites<a class="anchor" aria-label="anchor" hre
   <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" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
 <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>
@@ -4542,7 +4538,7 @@ <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" 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="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -4976,7 +4972,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
  -->
 </section></section><section id="aio-model-choices"><p>Content from <a href="model-choices.html">Choosing an appropriate model</a></p>
 <hr>
-<p>Last updated on 2024-03-08 |
+<p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/epiverse-trace/tutorials/edit/main/episodes/model-choices.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 30 minutes</p>
@@ -5514,7 +5510,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
  -->
 </section></section><section id="aio-modelling-interventions"><p>Content from <a href="modelling-interventions.html">Modelling interventions</a></p>
 <hr>
-<p>Last updated on 2024-03-08 |
+<p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/epiverse-trace/tutorials/edit/main/episodes/modelling-interventions.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 75 minutes</p>
@@ -5589,7 +5585,7 @@ <h3 class="callout-title">Prerequisites<a class="anchor" aria-label="anchor" hre
   <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
@@ -6029,7 +6025,7 @@ <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">
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@@ -6104,7 +6100,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
  -->
 </section></section><section id="aio-compare-interventions"><p>Content from <a href="compare-interventions.html">Comparing public health outcomes of interventions</a></p>
 <hr>
-<p>Last updated on 2024-03-08 |
+<p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/epiverse-trace/tutorials/edit/main/episodes/compare-interventions.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 75 minutes</p>
@@ -6478,14 +6474,14 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
 	
         | <a href="https://github.com/epiverse-trace/tutorials/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/epiverse-trace/tutorials/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
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         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.2)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
+        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.3)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
 			</div>
 		</footer>
 </div> <!-- / div.container -->
@@ -6508,8 +6504,8 @@ <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": "2024-03-19",
-  "datePublished": "2024-03-19"
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/instructor/compare-interventions.html b/instructor/compare-interventions.html
index 9ff3ce5d..5d008e26 100644
--- a/instructor/compare-interventions.html
+++ b/instructor/compare-interventions.html
@@ -294,7 +294,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Comparing public health outcomes of interventions</h1>
-        <p>Last updated on 2024-03-08 |
+        <p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/epiverse-trace/tutorials/edit/main/episodes/compare-interventions.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -658,14 +658,14 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
 	
         | <a href="https://github.com/epiverse-trace/tutorials/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/epiverse-trace/tutorials/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
         
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.2)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
+        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.3)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -687,8 +687,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://epiverse-trace.github.io/tutorials/instructor/compare-interventions.html",
   "identifier": "https://epiverse-trace.github.io/tutorials/instructor/compare-interventions.html",
   "dateCreated": "2024-02-06",
-  "dateModified": "2024-03-08",
-  "datePublished": "2024-03-19"
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/instructor/create-forecast.html b/instructor/create-forecast.html
index 1eacecbf..5a6cd8ad 100644
--- a/instructor/create-forecast.html
+++ b/instructor/create-forecast.html
@@ -295,7 +295,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Create a short-term forecast</h1>
-        <p>Last updated on 2024-03-08 |
+        <p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/epiverse-trace/tutorials/edit/main/episodes/create-forecast.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -384,11 +384,14 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>WARN [2024-03-08 11:39:44] epinow: There were 1 divergent transitions after warmup. See
+<pre class="output" tabindex="0"><code>WARN [2024-03-22 13:04:53] epinow: There were 6 divergent transitions after warmup. See
 https://mc-stan.org/misc/warnings.html#divergent-transitions-after-warmup
 to find out why this is a problem and how to eliminate them. - 
-WARN [2024-03-08 11:39:44] epinow: Examine the pairs() plot to diagnose sampling problems
- - </code></pre>
+WARN [2024-03-22 13:04:53] epinow: Examine the pairs() plot to diagnose sampling problems
+ - 
+WARN [2024-03-22 13:04:55] epinow: Bulk Effective Samples Size (ESS) is too low, indicating posterior means and medians may be unreliable.
+Running the chains for more iterations may help. See
+https://mc-stan.org/misc/warnings.html#bulk-ess - </code></pre>
 </div>
 <p>We can visualise the estimates of the effective reproduction number
 and the estimated number of cases using <code>plot()</code>. The
@@ -481,14 +484,11 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>WARN [2024-03-08 11:47:12] epinow: There were 1 divergent transitions after warmup. See
+<pre class="output" tabindex="0"><code>WARN [2024-03-22 13:12:06] epinow: There were 3 divergent transitions after warmup. See
 https://mc-stan.org/misc/warnings.html#divergent-transitions-after-warmup
 to find out why this is a problem and how to eliminate them. - 
-WARN [2024-03-08 11:47:12] epinow: Examine the pairs() plot to diagnose sampling problems
- - 
-WARN [2024-03-08 11:47:14] epinow: Bulk Effective Samples Size (ESS) is too low, indicating posterior means and medians may be unreliable.
-Running the chains for more iterations may help. See
-https://mc-stan.org/misc/warnings.html#bulk-ess - </code></pre>
+WARN [2024-03-22 13:12:06] epinow: Examine the pairs() plot to diagnose sampling problems
+ - </code></pre>
 </div>
 <div class="codewrapper sourceCode" id="cb8">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -499,13 +499,13 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>                                 measure                estimate
-                                  &lt;char&gt;                  &lt;char&gt;
-1: New confirmed cases by infection date  18138 (10037 -- 31867)
-2:        Expected change in daily cases       Likely decreasing
-3:            Effective reproduction no.      0.89 (0.57 -- 1.3)
-4:                        Rate of growth -0.014 (-0.065 -- 0.04)
-5:          Doubling/halving time (days)         -49 (17 -- -11)</code></pre>
+<pre class="output" tabindex="0"><code>                                 measure                 estimate
+                                  &lt;char&gt;                   &lt;char&gt;
+1: New confirmed cases by infection date    17867 (9893 -- 30108)
+2:        Expected change in daily cases        Likely decreasing
+3:            Effective reproduction no.       0.88 (0.56 -- 1.3)
+4:                        Rate of growth -0.016 (-0.065 -- 0.034)
+5:          Doubling/halving time (days)          -44 (20 -- -11)</code></pre>
 </div>
 <p>The estimates of transmission measures such as the effective
 reproduction number and rate of growth are similar (or the same in
@@ -755,11 +755,20 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>WARN [2024-03-08 11:48:57] epinow: There were 10 divergent transitions after warmup. See
+<pre class="output" tabindex="0"><code>WARN [2024-03-22 13:13:55] epinow: There were 442 divergent transitions after warmup. See
 https://mc-stan.org/misc/warnings.html#divergent-transitions-after-warmup
 to find out why this is a problem and how to eliminate them. - 
-WARN [2024-03-08 11:48:57] epinow: Examine the pairs() plot to diagnose sampling problems
- - </code></pre>
+WARN [2024-03-22 13:13:55] epinow: Examine the pairs() plot to diagnose sampling problems
+ - 
+WARN [2024-03-22 13:13:57] epinow: The largest R-hat is NA, indicating chains have not mixed.
+Running the chains for more iterations may help. See
+https://mc-stan.org/misc/warnings.html#r-hat - 
+WARN [2024-03-22 13:13:59] epinow: Bulk Effective Samples Size (ESS) is too low, indicating posterior means and medians may be unreliable.
+Running the chains for more iterations may help. See
+https://mc-stan.org/misc/warnings.html#bulk-ess - 
+WARN [2024-03-22 13:14:00] epinow: Tail Effective Samples Size (ESS) is too low, indicating posterior variances and tail quantiles may be unreliable.
+Running the chains for more iterations may help. See
+https://mc-stan.org/misc/warnings.html#tail-ess - </code></pre>
 </div>
 <div class="codewrapper sourceCode" id="cb20">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -770,17 +779,17 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>                                 measure                estimate
-                                  &lt;char&gt;                  &lt;char&gt;
-1: New confirmed cases by infection date         100 (46 -- 243)
-2:        Expected change in daily cases              Increasing
-3:            Effective reproduction no.          1.7 (1 -- 2.8)
-4:                        Rate of growth 0.042 (0.0033 -- 0.088)
-5:          Doubling/halving time (days)         17 (7.8 -- 210)</code></pre>
+<pre class="output" tabindex="0"><code>                                 measure               estimate
+                                  &lt;char&gt;                 &lt;char&gt;
+1: New confirmed cases by infection date        123 (49 -- 429)
+2:        Expected change in daily cases             Increasing
+3:            Effective reproduction no.       1.9 (1.1 -- 4.3)
+4:                        Rate of growth 0.052 (0.0086 -- 0.13)
+5:          Doubling/halving time (days)         13 (5.3 -- 81)</code></pre>
 </div>
 <p>The effective reproduction number <span class="math inline">\(R_t\)</span> estimate (on the last date of the
-data) is 1.7 (1 – 2.8). The exponential growth rate of case numbers is
-0.042 (0.0033 – 0.088).</p>
+data) is 1.9 (1.1 – 4.3). The exponential growth rate of case numbers is
+0.052 (0.0086 – 0.13).</p>
 <p>Visualize the estimates:</p>
 <div class="codewrapper sourceCode" id="cb22">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -848,14 +857,14 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
 	
         | <a href="https://github.com/epiverse-trace/tutorials/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/epiverse-trace/tutorials/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
         
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.2)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
+        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.3)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -877,8 +886,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://epiverse-trace.github.io/tutorials/instructor/create-forecast.html",
   "identifier": "https://epiverse-trace.github.io/tutorials/instructor/create-forecast.html",
   "dateCreated": "2024-02-06",
-  "dateModified": "2024-03-08",
-  "datePublished": "2024-03-19"
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/instructor/images.html b/instructor/images.html
index e7016180..984810ee 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -500,14 +500,14 @@ <h3 id="compare-interventions-figure-1">Figure 1</h3>
 	
         | <a href="https://github.com/epiverse-trace/tutorials/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/epiverse-trace/tutorials/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
         
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.2)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
+        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.3)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
 			</div>
 		</footer>
 </div> <!-- / div.container -->
@@ -530,8 +530,8 @@ <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": "2024-03-19",
-  "datePublished": "2024-03-19"
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/instructor/index.html b/instructor/index.html
index 7c88fe41..5416b364 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -445,7 +445,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   <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" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
 <div class="accordion-body">
 <p>Setup instructions live in this document. Please specify the tools
 and the data sets the learner needs to have installed. If you want to
@@ -587,14 +587,14 @@ <h3 id="download-the-data">Download the data<a class="anchor" aria-label="anchor
 	
         | <a href="https://github.com/epiverse-trace/tutorials/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/epiverse-trace/tutorials/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
         
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.2)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
+        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.3)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -616,8 +616,8 @@ <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": "2024-03-19",
-  "datePublished": "2024-03-19"
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index 6d0dadd4..a8aa906f 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -430,14 +430,14 @@ <h3 id="compare-interventions-headingInstructor1">
 	
         | <a href="https://github.com/epiverse-trace/tutorials/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/epiverse-trace/tutorials/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
         
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.2)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
+        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.3)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
 			</div>
 		</footer>
 </div> <!-- / div.container -->
@@ -460,8 +460,8 @@ <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": "2024-03-19",
-  "datePublished": "2024-03-19"
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/instructor/introduction.html b/instructor/introduction.html
index 91d64ced..271e1b2a 100644
--- a/instructor/introduction.html
+++ b/instructor/introduction.html
@@ -295,7 +295,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Outbreak analytics pipelines</h1>
-        <p>Last updated on 2024-03-08 |
+        <p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/epiverse-trace/tutorials/edit/main/episodes/introduction.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -481,19 +481,9 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <span>  <span class="op">)</span></span>
 <span><span class="op">)</span></span></code></pre>
 </div>
-<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>
-</h3>
-<pre class="output" tabindex="0"><code>WARN [2024-03-08 10:42:50] epinow: Bulk Effective Samples Size (ESS) is too low, indicating posterior means and medians may be unreliable.
-Running the chains for more iterations may help. See
-https://mc-stan.org/misc/warnings.html#bulk-ess - 
-WARN [2024-03-08 10:42:50] epinow: Tail Effective Samples Size (ESS) is too low, indicating posterior variances and tail quantiles may be unreliable.
-Running the chains for more iterations may help. See
-https://mc-stan.org/misc/warnings.html#tail-ess - </code></pre>
-</div>
 <p>As an output, we get the time-varying (or <a href="reference.html#effectiverepro">effective</a>) reproduction number,
 as well as the cases by date of report and date of infection:</p>
-<div class="codewrapper sourceCode" id="cb7">
+<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>
 <pre class="downlit sourceCode r">
@@ -618,14 +608,14 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
 	
         | <a href="https://github.com/epiverse-trace/tutorials/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/epiverse-trace/tutorials/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
         
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.2)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
+        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.3)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -647,8 +637,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://epiverse-trace.github.io/tutorials/instructor/introduction.html",
   "identifier": "https://epiverse-trace.github.io/tutorials/instructor/introduction.html",
   "dateCreated": "2024-02-06",
-  "dateModified": "2024-03-08",
-  "datePublished": "2024-03-19"
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/instructor/key-points.html b/instructor/key-points.html
index 176e7fd4..45f710b9 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
@@ -416,14 +416,14 @@ <h2 class="accordion-header" id="flush-headingTwelve">
 	
         | <a href="https://github.com/epiverse-trace/tutorials/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/epiverse-trace/tutorials/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
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 			<div class="col-md-6">
         
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.2)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
+        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.3)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
 			</div>
 		</footer>
 </div> <!-- / div.container -->
@@ -446,8 +446,8 @@ <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": "2024-03-19",
-  "datePublished": "2024-03-19"
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/instructor/model-choices.html b/instructor/model-choices.html
index bd6cc94f..4ab07114 100644
--- a/instructor/model-choices.html
+++ b/instructor/model-choices.html
@@ -293,7 +293,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Choosing an appropriate model</h1>
-        <p>Last updated on 2024-03-08 |
+        <p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/epiverse-trace/tutorials/edit/main/episodes/model-choices.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -829,14 +829,14 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
 	
         | <a href="https://github.com/epiverse-trace/tutorials/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/epiverse-trace/tutorials/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
         
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.2)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
+        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.3)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -858,8 +858,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://epiverse-trace.github.io/tutorials/instructor/model-choices.html",
   "identifier": "https://epiverse-trace.github.io/tutorials/instructor/model-choices.html",
   "dateCreated": "2024-02-06",
-  "dateModified": "2024-03-08",
-  "datePublished": "2024-03-19"
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/instructor/modelling-interventions.html b/instructor/modelling-interventions.html
index 55179ed9..838bcdf8 100644
--- a/instructor/modelling-interventions.html
+++ b/instructor/modelling-interventions.html
@@ -294,7 +294,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Modelling interventions</h1>
-        <p>Last updated on 2024-03-08 |
+        <p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/epiverse-trace/tutorials/edit/main/episodes/modelling-interventions.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -369,7 +369,7 @@ <h3 class="callout-title">Prerequisites<a class="anchor" aria-label="anchor" hre
   <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
@@ -805,7 +805,7 @@ <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>
@@ -904,14 +904,14 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
 	
         | <a href="https://github.com/epiverse-trace/tutorials/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/epiverse-trace/tutorials/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
         
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.2)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
+        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.3)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -933,8 +933,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://epiverse-trace.github.io/tutorials/instructor/modelling-interventions.html",
   "identifier": "https://epiverse-trace.github.io/tutorials/instructor/modelling-interventions.html",
   "dateCreated": "2024-02-06",
-  "dateModified": "2024-03-08",
-  "datePublished": "2024-03-19"
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/instructor/profiles.html b/instructor/profiles.html
index 29897d7c..550b18db 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -296,14 +296,14 @@ <h1>Learner Profiles</h1>
 	
         | <a href="https://github.com/epiverse-trace/tutorials/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/epiverse-trace/tutorials/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
         
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.2)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
+        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.3)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -325,8 +325,8 @@ <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": "2024-03-19",
-  "datePublished": "2024-03-19"
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/instructor/quantify-transmissibility.html b/instructor/quantify-transmissibility.html
index 4c040d19..f45fa288 100644
--- a/instructor/quantify-transmissibility.html
+++ b/instructor/quantify-transmissibility.html
@@ -295,7 +295,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Quantifying transmission</h1>
-        <p>Last updated on 2024-03-08 |
+        <p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/epiverse-trace/tutorials/edit/main/episodes/quantify-transmissibility.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -764,14 +764,11 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>WARN [2024-03-08 10:49:29] epinow: There were 3 divergent transitions after warmup. See
+<pre class="output" tabindex="0"><code>WARN [2024-03-22 12:12:02] epinow: There were 1 divergent transitions after warmup. See
 https://mc-stan.org/misc/warnings.html#divergent-transitions-after-warmup
 to find out why this is a problem and how to eliminate them. - 
-WARN [2024-03-08 10:49:29] epinow: Examine the pairs() plot to diagnose sampling problems
- - 
-WARN [2024-03-08 10:49:30] epinow: Bulk Effective Samples Size (ESS) is too low, indicating posterior means and medians may be unreliable.
-Running the chains for more iterations may help. See
-https://mc-stan.org/misc/warnings.html#bulk-ess - </code></pre>
+WARN [2024-03-22 12:12:02] epinow: Examine the pairs() plot to diagnose sampling problems
+ - </code></pre>
 </div>
 <div class="section level3">
 <h3 id="results">Results<a class="anchor" aria-label="anchor" href="#results"></a></h3>
@@ -812,23 +809,23 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code>                                 measure                 estimate
                                   &lt;char&gt;                   &lt;char&gt;
-1: New confirmed cases by infection date     7224 (4135 -- 12849)
+1: New confirmed cases by infection date     7267 (4109 -- 12512)
 2:        Expected change in daily cases        Likely decreasing
 3:            Effective reproduction no.       0.89 (0.58 -- 1.3)
-4:                        Rate of growth -0.015 (-0.062 -- 0.041)
-5:          Doubling/halving time (days)          -47 (17 -- -11)</code></pre>
+4:                        Rate of growth -0.014 (-0.063 -- 0.038)
+5:          Doubling/halving time (days)          -49 (18 -- -11)</code></pre>
 </div>
 <p>As these estimates are based on partial data, they have a wide
 uncertainty interval.</p>
 <ul><li><p>From the summary of our analysis we see that the expected change
 in daily cases is Likely decreasing with the estimated new confirmed
-cases 7224 (4135 – 12849).</p></li>
+cases 7267 (4109 – 12512).</p></li>
 <li><p>The effective reproduction number <span class="math inline">\(R_t\)</span> estimate (on the last date of the
 data) is 0.89 (0.58 – 1.3).</p></li>
-<li><p>The exponential growth rate of case numbers is -0.015 (-0.062 –
-0.041).</p></li>
+<li><p>The exponential growth rate of case numbers is -0.014 (-0.063 –
+0.038).</p></li>
 <li><p>The doubling time (the time taken for case numbers to double) is
--47 (17 – -11).</p></li>
+-49 (18 – -11).</p></li>
 </ul><div id="expected-change-in-daily-cases" class="callout">
 <div class="callout-square">
 <i class="callout-icon" data-feather="bell"></i>
@@ -915,17 +912,17 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>INFO [2024-03-08 10:49:34] Producing following optional outputs: regions, summary, samples, plots, latest
-INFO [2024-03-08 10:49:34] Reporting estimates using data up to: 2020-04-28
-INFO [2024-03-08 10:49:34] No target directory specified so returning output
-INFO [2024-03-08 10:49:34] Producing estimates for: East Midlands, East of England, England, London, North East, North West, Northern Ireland, Scotland, South East, South West, Wales, West Midlands, Yorkshire and The Humber
-INFO [2024-03-08 10:49:34] Regions excluded: none
-INFO [2024-03-08 11:32:47] Completed regional estimates
-INFO [2024-03-08 11:32:47] Regions with estimates: 13
-INFO [2024-03-08 11:32:47] Regions with runtime errors: 0
-INFO [2024-03-08 11:32:47] Producing summary
-INFO [2024-03-08 11:32:47] No summary directory specified so returning summary output
-INFO [2024-03-08 11:32:47] No target directory specified so returning timings</code></pre>
+<pre class="output" tabindex="0"><code>INFO [2024-03-22 12:12:08] Producing following optional outputs: regions, summary, samples, plots, latest
+INFO [2024-03-22 12:12:08] Reporting estimates using data up to: 2020-04-28
+INFO [2024-03-22 12:12:08] No target directory specified so returning output
+INFO [2024-03-22 12:12:08] Producing estimates for: East Midlands, East of England, England, London, North East, North West, Northern Ireland, Scotland, South East, South West, Wales, West Midlands, Yorkshire and The Humber
+INFO [2024-03-22 12:12:08] Regions excluded: none
+INFO [2024-03-22 12:57:39] Completed regional estimates
+INFO [2024-03-22 12:57:39] Regions with estimates: 13
+INFO [2024-03-22 12:57:39] Regions with runtime errors: 0
+INFO [2024-03-22 12:57:39] Producing summary
+INFO [2024-03-22 12:57:39] No summary directory specified so returning summary output
+INFO [2024-03-22 12:57:39] No target directory specified so returning timings</code></pre>
 </div>
 <div class="codewrapper sourceCode" id="cb25">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -938,49 +935,49 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code>                      Region New confirmed cases by infection date
                       &lt;char&gt;                                &lt;char&gt;
- 1:            East Midlands                      338 (211 -- 555)
- 2:          East of England                      538 (327 -- 836)
- 3:                  England                   3578 (2217 -- 5491)
- 4:                   London                      296 (194 -- 455)
- 5:               North East                      250 (146 -- 434)
- 6:               North West                      562 (330 -- 872)
+ 1:            East Midlands                      340 (209 -- 560)
+ 2:          East of England                      549 (335 -- 850)
+ 3:                  England                   3581 (2197 -- 5521)
+ 4:                   London                      300 (190 -- 451)
+ 5:               North East                      251 (145 -- 433)
+ 6:               North West                      562 (340 -- 897)
  7:         Northern Ireland                         43 (23 -- 84)
- 8:                 Scotland                      287 (160 -- 528)
- 9:               South East                      582 (350 -- 991)
-10:               South West                      422 (302 -- 605)
-11:                    Wales                        95 (66 -- 140)
-12:            West Midlands                      272 (143 -- 515)
-13: Yorkshire and The Humber                      480 (292 -- 768)
+ 8:                 Scotland                      285 (165 -- 538)
+ 9:               South East                     596 (359 -- 1003)
+10:               South West                      416 (290 -- 607)
+11:                    Wales                        95 (65 -- 132)
+12:            West Midlands                      271 (143 -- 493)
+13: Yorkshire and The Humber                      478 (290 -- 794)
     Expected change in daily cases Effective reproduction no.
                             &lt;fctr&gt;                     &lt;char&gt;
- 1:              Likely increasing          1.2 (0.85 -- 1.6)
- 2:              Likely increasing          1.2 (0.83 -- 1.6)
- 3:              Likely decreasing         0.92 (0.64 -- 1.2)
- 4:              Likely decreasing         0.79 (0.57 -- 1.1)
- 5:              Likely decreasing         0.91 (0.61 -- 1.3)
- 6:              Likely decreasing         0.87 (0.58 -- 1.2)
- 7:              Likely decreasing           0.64 (0.38 -- 1)
- 8:              Likely decreasing         0.91 (0.59 -- 1.4)
- 9:                         Stable         0.98 (0.67 -- 1.4)
+ 1:              Likely increasing          1.2 (0.84 -- 1.6)
+ 2:              Likely increasing          1.2 (0.84 -- 1.6)
+ 3:              Likely decreasing         0.92 (0.63 -- 1.2)
+ 4:              Likely decreasing          0.8 (0.56 -- 1.1)
+ 5:              Likely decreasing          0.91 (0.6 -- 1.3)
+ 6:              Likely decreasing         0.87 (0.59 -- 1.2)
+ 7:              Likely decreasing         0.64 (0.39 -- 1.1)
+ 8:              Likely decreasing          0.91 (0.6 -- 1.4)
+ 9:                         Stable            1 (0.68 -- 1.4)
 10:                     Increasing           1.4 (1.1 -- 1.8)
-11:                     Decreasing        0.57 (0.42 -- 0.77)
+11:                     Decreasing        0.57 (0.42 -- 0.73)
 12:              Likely decreasing         0.71 (0.43 -- 1.1)
-13:                         Stable            1 (0.71 -- 1.4)
+13:                         Stable             1 (0.7 -- 1.4)
                Rate of growth Doubling/halving time (days)
                        &lt;char&gt;                       &lt;char&gt;
- 1:     0.023 (-0.02 -- 0.07)              30 (9.9 -- -34)
- 2:   0.022 (-0.023 -- 0.066)               31 (11 -- -30)
- 3:    -0.01 (-0.052 -- 0.03)              -67 (23 -- -13)
- 4:  -0.029 (-0.065 -- 0.011)              -24 (65 -- -11)
- 5:  -0.013 (-0.057 -- 0.038)              -55 (18 -- -12)
- 6:  -0.018 (-0.062 -- 0.023)              -39 (31 -- -11)
- 7:   -0.052 (-0.1 -- 0.0064)            -13 (110 -- -6.9)
- 8:  -0.012 (-0.061 -- 0.045)              -60 (15 -- -11)
- 9: -0.0027 (-0.047 -- 0.048)             -260 (14 -- -15)
-10:    0.048 (0.015 -- 0.086)                 15 (8 -- 46)
-11: -0.064 (-0.092 -- -0.033)            -11 (-21 -- -7.5)
-12:  -0.041 (-0.091 -- 0.017)             -17 (40 -- -7.6)
-13:  0.0039 (-0.041 -- 0.049)              180 (14 -- -17)</code></pre>
+ 1:    0.023 (-0.022 -- 0.07)              30 (9.9 -- -32)
+ 2:   0.024 (-0.022 -- 0.067)               29 (10 -- -31)
+ 3:    -0.01 (-0.054 -- 0.03)              -67 (23 -- -13)
+ 4: -0.028 (-0.065 -- 0.0098)              -25 (71 -- -11)
+ 5:  -0.012 (-0.058 -- 0.039)              -56 (18 -- -12)
+ 6:  -0.017 (-0.061 -- 0.024)              -40 (28 -- -11)
+ 7:   -0.052 (-0.1 -- 0.0074)               -13 (94 -- -7)
+ 8:  -0.012 (-0.059 -- 0.046)              -57 (15 -- -12)
+ 9: -0.00036 (-0.046 -- 0.05)            -1900 (14 -- -15)
+10:    0.046 (0.012 -- 0.086)               15 (8.1 -- 59)
+11: -0.064 (-0.093 -- -0.038)            -11 (-18 -- -7.5)
+12:  -0.041 (-0.091 -- 0.014)             -17 (49 -- -7.6)
+13:  0.0026 (-0.042 -- 0.052)              270 (13 -- -16)</code></pre>
 </div>
 <div class="codewrapper sourceCode" id="cb27">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1043,14 +1040,14 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
 	
         | <a href="https://github.com/epiverse-trace/tutorials/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/epiverse-trace/tutorials/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
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         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.2)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
+        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.3)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -1072,8 +1069,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://epiverse-trace.github.io/tutorials/instructor/quantify-transmissibility.html",
   "identifier": "https://epiverse-trace.github.io/tutorials/instructor/quantify-transmissibility.html",
   "dateCreated": "2024-02-06",
-  "dateModified": "2024-03-08",
-  "datePublished": "2024-03-19"
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/instructor/read-delays.html b/instructor/read-delays.html
index ae9f1ccd..60667f2a 100644
--- a/instructor/read-delays.html
+++ b/instructor/read-delays.html
@@ -301,7 +301,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Read delays</h1>
-        <p>Last updated on 2024-03-08 |
+        <p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/epiverse-trace/tutorials/edit/main/episodes/read-delays.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -571,7 +571,7 @@ <h3 class="callout-title">Serial interval<a class="anchor" aria-label="anchor" h
 <button class="accordion-button hint-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseHint1" aria-expanded="false" aria-controls="collapseHint1">
   <h4 class="accordion-header" id="headingHint1">Give me a hint</h4>
 </button>
-<div id="collapseHint1" class="accordion-collapse collapse" data-bs-parent="#accordionHint1" aria-labelledby="headingHint1">
+<div id="collapseHint1" class="accordion-collapse collapse" aria-labelledby="headingHint1" data-bs-parent="#accordionHint1">
 <div class="accordion-body">
 <p>The peak of each curve can inform you about the location of the mean
 of each distribution. The larger the mean, the larger the serial
@@ -585,7 +585,7 @@ <h4 class="accordion-header" id="headingHint1">Give me a hint</h4>
 <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>Which one would be harder to control?</p>
 <ul><li>COVID-19</li>
@@ -604,7 +604,7 @@ <h4 class="accordion-header" id="headingSolution1">Show me the solution</h4>
   <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" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
 <div class="accordion-body">
 <p>The objective of the assessment above is to assess the interpretation
 of a larger or shorter generation time.</p>
@@ -826,7 +826,7 @@ <h3 class="callout-title">Ebola’s incubation periods<a class="anchor" aria-lab
 <button class="accordion-button hint-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseHint2" aria-expanded="false" aria-controls="collapseHint2">
   <h4 class="accordion-header" id="headingHint2">Give me a hint</h4>
 </button>
-<div id="collapseHint2" class="accordion-collapse collapse" data-bs-parent="#accordionHint2" aria-labelledby="headingHint2">
+<div id="collapseHint2" class="accordion-collapse collapse" aria-labelledby="headingHint2" data-bs-parent="#accordionHint2">
 <div class="accordion-body">
 <p>The <code>{epiparameter}</code> combo of <code>epidist_db()</code>
 plus <code>list_distributions()</code> list all the entries by:</p>
@@ -844,7 +844,7 @@ <h4 class="accordion-header" id="headingHint2">Give me a hint</h4>
 <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">
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@@ -1024,7 +1024,7 @@ <h3 class="callout-title">Ebola’s incubation period<a class="anchor" aria-labe
 <button class="accordion-button hint-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseHint3" aria-expanded="false" aria-controls="collapseHint3">
   <h4 class="accordion-header" id="headingHint3">Give me a hint</h4>
 </button>
-<div id="collapseHint3" class="accordion-collapse collapse" data-bs-parent="#accordionHint3" aria-labelledby="headingHint3">
+<div id="collapseHint3" class="accordion-collapse collapse" aria-labelledby="headingHint3" data-bs-parent="#accordionHint3">
 <div class="accordion-body">
 <p>The <code>{epiparameter}</code> combo of <code>epidist_db()</code>
 plus <code>list_distributions()</code> list all the entries by:</p>
@@ -1052,7 +1052,7 @@ <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="#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">
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 </button>
-<div id="collapseHint4" class="accordion-collapse collapse" data-bs-parent="#accordionHint4" aria-labelledby="headingHint4">
+<div id="collapseHint4" class="accordion-collapse collapse" aria-labelledby="headingHint4" data-bs-parent="#accordionHint4">
 <div class="accordion-body">
 <p>Use the <code>$</code> operator plus the <kbd>tab</kbd> keyboard
 button to explore them as an expandable list:</p>
@@ -1135,7 +1135,7 @@ <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="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4">Show me the solution</h4>
 </button>
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@@ -1198,7 +1198,7 @@ <h3 class="callout-title">Ebola’s severity parameter<a class="anchor" aria-lab
 <button class="accordion-button hint-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseHint5" aria-expanded="false" aria-controls="collapseHint5">
   <h4 class="accordion-header" id="headingHint5">Give me a hint</h4>
 </button>
-<div id="collapseHint5" class="accordion-collapse collapse" data-bs-parent="#accordionHint5" aria-labelledby="headingHint5">
+<div id="collapseHint5" class="accordion-collapse collapse" aria-labelledby="headingHint5" data-bs-parent="#accordionHint5">
 <div class="accordion-body">
 <p>An informative delay measures the time from symptom onset to recovery
 or death.</p>
@@ -1211,7 +1211,7 @@ <h4 class="accordion-header" id="headingHint5">Give me a hint</h4>
 <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" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
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   <h3 class="accordion-header" id="headingSpoiler1">
 <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div>Parameterised entries have an Inference method</h3>
 </button>
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 <p>As detailed in <code>?is_parameterised</code>, a parameterised
 distribution is the entry that has a probability distribution associated
@@ -1400,7 +1400,7 @@ <h3 class="callout-title">The distribution Zoo<a class="anchor" aria-label="anch
   <h3 class="accordion-header" id="headingSpoiler2">
 <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div>Functions for the Normal distribution</h3>
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 <div class="accordion-body">
 <p>If you need it, read in detail about the <a href="https://sakai.unc.edu/access/content/group/3d1eb92e-7848-4f55-90c3-7c72a54e7e43/public/docs/lectures/lecture13.htm#probfunc" class="external-link">R
 probability functions for the normal distribution</a>, each of its
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 </h3>
-<pre class="output" tabindex="0"><code> [1]  6.571590  2.174025  5.777432 17.746870  2.384938  2.711137  0.935204
- [8]  6.285290 12.111825  3.254131</code></pre>
+<pre class="output" tabindex="0"><code> [1]  1.729526  3.960313  3.440434  2.395671  2.100196  1.816585  2.978612
+ [8]  6.020666 11.442393  6.516111</code></pre>
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 <div class="accordion-body">
 <p>Access to the reference documentation (Help files) for these
 functions is accessible with the three double-colon notation:
@@ -1523,7 +1523,7 @@ <h3 class="callout-title">Window for contact tracing and the Serial
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 <div class="accordion-body">
 <p>In Figure 5 from the <a href="https://sakai.unc.edu/access/content/group/3d1eb92e-7848-4f55-90c3-7c72a54e7e43/public/docs/lectures/lecture13.htm#probfunc" class="external-link">R
 probability functions for the normal distribution</a>, the shadowed
@@ -1538,7 +1538,7 @@ <h4 class="accordion-header" id="headingHint6">Give me a hint</h4>
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-<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
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@@ -1567,7 +1567,7 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
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-<div id="collapseSolution7" class="accordion-collapse collapse" data-bs-parent="#accordionSolution7" aria-labelledby="headingSolution7">
+<div id="collapseSolution7" class="accordion-collapse collapse" aria-labelledby="headingSolution7" data-bs-parent="#accordionSolution7">
 <div class="accordion-body">
 <p>If we exchange the question between days and cumulative probability
 to:</p>
@@ -1681,7 +1681,7 @@ <h3 class="callout-title">Lenght of quarantine and Incubation
 <button class="accordion-button hint-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseHint7" aria-expanded="false" aria-controls="collapseHint7">
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 </button>
-<div id="collapseHint7" class="accordion-collapse collapse" data-bs-parent="#accordionHint7" aria-labelledby="headingHint7">
+<div id="collapseHint7" class="accordion-collapse collapse" aria-labelledby="headingHint7" data-bs-parent="#accordionHint7">
 <div class="accordion-body">
 <p>What delay distribution measures the time between infection and the
 onset of symptoms?</p>
@@ -1716,7 +1716,7 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
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-<div id="collapseSolution8" class="accordion-collapse collapse" data-bs-parent="#accordionSolution8" aria-labelledby="headingSolution8">
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 <p>From a maximum value with <code>$prob_dist$q()</code>, we can create
 a sequence of quantile values as a numeric vector and map density values
@@ -1860,7 +1860,7 @@ <h3 class="callout-title">Ebola’s effective reproduction number<a class="ancho
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 <p>To calculate the <span class="math inline">\(R_t\)</span>, we
 need:</p>
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 <div class="accordion-body">
 <p>The <code>delays</code> argument and the <code>delay_opts()</code>
 helper function are analogous to the <code>generation_time</code>
@@ -2012,7 +2012,7 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
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 <p>After adding the incubation period, discuss:</p>
 <ul><li>Does the retrospective trend of forecast change?</li>
@@ -2093,7 +2093,7 @@ <h3 class="callout-title">Ebola’s effective reproduction number was
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 </button>
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 <div class="accordion-body">
 <p>We can use two complementary delay distributions to estimate the
 <span class="math inline">\(R_t\)</span> at time <span class="math inline">\(t\)</span>.</p>
@@ -2106,7 +2106,7 @@ <h4 class="accordion-header" id="headingHint10">Give me a hint</h4>
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 </button>
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+<div id="collapseHint11" class="accordion-collapse collapse" aria-labelledby="headingHint11" data-bs-parent="#accordionHint11">
 <div class="accordion-body">
 <p>How to get the mean and standard deviation from a generation time
 with median and quantiles as summary statistics?</p>
@@ -2210,7 +2210,7 @@ <h4 class="accordion-header" id="headingHint11">Give me a hint</h4>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution14" aria-expanded="false" aria-controls="collapseSolution14">
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 </button>
-<div id="collapseSolution14" class="accordion-collapse collapse" data-bs-parent="#accordionSolution14" aria-labelledby="headingSolution14">
+<div id="collapseSolution14" class="accordion-collapse collapse" aria-labelledby="headingSolution14" data-bs-parent="#accordionSolution14">
 <div class="accordion-body">
 <!-- https://github.com/epiverse-trace/epiparameter/issues/114 -->
 <div class="codewrapper sourceCode" id="cb73">
@@ -2348,7 +2348,7 @@ <h3 class="callout-title">How to estimate delay distributions for
   <h3 class="accordion-header" id="headingSpoiler3">
 <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div>How to assess for pre-symptomatic infection?</h3>
 </button>
-<div id="collapseSpoiler3" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler3" aria-labelledby="headingSpoiler3">
+<div id="collapseSpoiler3" class="accordion-collapse collapse" aria-labelledby="headingSpoiler3" data-bs-parent="#accordionSpoiler3">
 <div class="accordion-body">
 <p>The lengths of the Serial interval and Incubation period determine
 the type of disease transmission.</p>
@@ -2402,7 +2402,7 @@ <h3 class="callout-title">What type of transmission?<a class="anchor" aria-label
 <button class="accordion-button hint-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseHint12" aria-expanded="false" aria-controls="collapseHint12">
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 </button>
-<div id="collapseHint12" class="accordion-collapse collapse" data-bs-parent="#accordionHint12" aria-labelledby="headingHint12">
+<div id="collapseHint12" class="accordion-collapse collapse" aria-labelledby="headingHint12" data-bs-parent="#accordionHint12">
 <div class="accordion-body">
 <p>For types of transmission, we refer to infections with symptomatic or
 pre-symptomatic transmission.</p>
@@ -2418,7 +2418,7 @@ <h4 class="accordion-header" id="headingHint12">Give me a hint</h4>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution15" aria-expanded="false" aria-controls="collapseSolution15">
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 </button>
-<div id="collapseSolution15" class="accordion-collapse collapse" data-bs-parent="#accordionSolution15" aria-labelledby="headingSolution15">
+<div id="collapseSolution15" class="accordion-collapse collapse" aria-labelledby="headingSolution15" data-bs-parent="#accordionSolution15">
 <div class="accordion-body">
 <p>In this solution we use <code>purrr::pluck()</code> to extract
 elements within the <code>summary_stats</code> object which is of class
@@ -2564,14 +2564,14 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
 	
         | <a href="https://github.com/epiverse-trace/tutorials/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/epiverse-trace/tutorials/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
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         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.2)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
+        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.3)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -2593,8 +2593,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://epiverse-trace.github.io/tutorials/instructor/read-delays.html",
   "identifier": "https://epiverse-trace.github.io/tutorials/instructor/read-delays.html",
   "dateCreated": "2024-02-06",
-  "dateModified": "2024-03-08",
-  "datePublished": "2024-03-19"
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/instructor/reference.html b/instructor/reference.html
index 65f40662..6a0f89cf 100644
--- a/instructor/reference.html
+++ b/instructor/reference.html
@@ -280,7 +280,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Glossary of Terms: Epiverse-TRACE</h1>
-        <p>Last updated on 2024-03-08 |
+        <p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/epiverse-trace/tutorials/edit/main/learners/reference.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -588,14 +588,14 @@ <h1>Glossary of Terms: Epiverse-TRACE</h1>
 	
         | <a href="https://github.com/epiverse-trace/tutorials/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/epiverse-trace/tutorials/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
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         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.2)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
+        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.3)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
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@@ -617,8 +617,8 @@ <h1>Glossary of Terms: Epiverse-TRACE</h1>
   "url": "https://epiverse-trace.github.io/tutorials/instructor/reference.html",
   "identifier": "https://epiverse-trace.github.io/tutorials/instructor/reference.html",
   "dateCreated": "2024-02-06",
-  "dateModified": "2024-03-08",
-  "datePublished": "2024-03-19"
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/instructor/simulating-transmission.html b/instructor/simulating-transmission.html
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@@ -295,7 +295,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Simulating transmission</h1>
-        <p>Last updated on 2024-03-08 |
+        <p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/epiverse-trace/tutorials/edit/main/episodes/simulating-transmission.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -372,7 +372,7 @@ <h3 class="callout-title">Prerequisites<a class="anchor" aria-label="anchor" hre
   <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" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
 <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>
@@ -518,7 +518,7 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
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   <h4 class="accordion-header" id="headingSolution1">Output</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">
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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>
@@ -959,14 +959,14 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
 	
         | <a href="https://github.com/epiverse-trace/tutorials/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/epiverse-trace/tutorials/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
         
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.2)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
+        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.3)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -988,8 +988,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://epiverse-trace.github.io/tutorials/instructor/simulating-transmission.html",
   "identifier": "https://epiverse-trace.github.io/tutorials/instructor/simulating-transmission.html",
   "dateCreated": "2024-02-06",
-  "dateModified": "2024-03-08",
-  "datePublished": "2024-03-19"
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/introduction.html b/introduction.html
index cc24cbcd..169df222 100644
--- a/introduction.html
+++ b/introduction.html
@@ -295,7 +295,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Outbreak analytics pipelines</h1>
-        <p>Last updated on 2024-03-08 |
+        <p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/epiverse-trace/tutorials/edit/main/episodes/introduction.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -479,19 +479,9 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <span>  <span class="op">)</span></span>
 <span><span class="op">)</span></span></code></pre>
 </div>
-<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>
-</h3>
-<pre class="output" tabindex="0"><code>WARN [2024-03-08 10:42:50] epinow: Bulk Effective Samples Size (ESS) is too low, indicating posterior means and medians may be unreliable.
-Running the chains for more iterations may help. See
-https://mc-stan.org/misc/warnings.html#bulk-ess - 
-WARN [2024-03-08 10:42:50] epinow: Tail Effective Samples Size (ESS) is too low, indicating posterior variances and tail quantiles may be unreliable.
-Running the chains for more iterations may help. See
-https://mc-stan.org/misc/warnings.html#tail-ess - </code></pre>
-</div>
 <p>As an output, we get the time-varying (or <a href="reference.html#effectiverepro">effective</a>) reproduction number,
 as well as the cases by date of report and date of infection:</p>
-<div class="codewrapper sourceCode" id="cb7">
+<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>
 <pre class="downlit sourceCode r">
@@ -616,14 +606,14 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
 	
         | <a href="https://github.com/epiverse-trace/tutorials/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/epiverse-trace/tutorials/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
         
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.2)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
+        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.3)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
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 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -645,8 +635,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://epiverse-trace.github.io/tutorials/introduction.html",
   "identifier": "https://epiverse-trace.github.io/tutorials/introduction.html",
   "dateCreated": "2024-02-06",
-  "dateModified": "2024-03-08",
-  "datePublished": "2024-03-19"
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/key-points.html b/key-points.html
index 81cbc4db..bbd5eb37 100644
--- a/key-points.html
+++ b/key-points.html
@@ -414,14 +414,14 @@ <h2 class="accordion-header" id="flush-headingTwelve">
 	
         | <a href="https://github.com/epiverse-trace/tutorials/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/epiverse-trace/tutorials/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
         
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.2)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
+        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.3)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
 			</div>
 		</footer>
 </div> <!-- / div.container -->
@@ -444,8 +444,8 @@ <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": "2024-03-19",
-  "datePublished": "2024-03-19"
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
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diff --git a/model-choices.html b/model-choices.html
index 177d87aa..62b4b502 100644
--- a/model-choices.html
+++ b/model-choices.html
@@ -293,7 +293,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Choosing an appropriate model</h1>
-        <p>Last updated on 2024-03-08 |
+        <p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/epiverse-trace/tutorials/edit/main/episodes/model-choices.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -814,14 +814,14 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
 	
         | <a href="https://github.com/epiverse-trace/tutorials/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/epiverse-trace/tutorials/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
         
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.2)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
+        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.3)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -843,8 +843,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://epiverse-trace.github.io/tutorials/model-choices.html",
   "identifier": "https://epiverse-trace.github.io/tutorials/model-choices.html",
   "dateCreated": "2024-02-06",
-  "dateModified": "2024-03-08",
-  "datePublished": "2024-03-19"
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/modelling-interventions.html b/modelling-interventions.html
index b1e3a05b..1380d6d7 100644
--- a/modelling-interventions.html
+++ b/modelling-interventions.html
@@ -294,7 +294,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Modelling interventions</h1>
-        <p>Last updated on 2024-03-08 |
+        <p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/epiverse-trace/tutorials/edit/main/episodes/modelling-interventions.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -788,7 +788,7 @@ <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>
@@ -887,14 +887,14 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
 	
         | <a href="https://github.com/epiverse-trace/tutorials/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/epiverse-trace/tutorials/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
         
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.2)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
+        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.3)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -916,8 +916,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://epiverse-trace.github.io/tutorials/modelling-interventions.html",
   "identifier": "https://epiverse-trace.github.io/tutorials/modelling-interventions.html",
   "dateCreated": "2024-02-06",
-  "dateModified": "2024-03-08",
-  "datePublished": "2024-03-19"
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/pkgdown.yml b/pkgdown.yml
index bfca0a43..8a2c4310 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,5 +2,5 @@ pandoc: 3.1.11
 pkgdown: 2.0.7
 pkgdown_sha: ~
 articles: {}
-last_built: 2024-03-19T00:33Z
+last_built: 2024-03-22T13:14Z
 
diff --git a/profiles.html b/profiles.html
index 60e10353..c201b45a 100644
--- a/profiles.html
+++ b/profiles.html
@@ -296,14 +296,14 @@ <h1>Learner Profiles</h1>
 	
         | <a href="https://github.com/epiverse-trace/tutorials/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/epiverse-trace/tutorials/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
         
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.2)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
+        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.3)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -325,8 +325,8 @@ <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": "2024-03-19",
-  "datePublished": "2024-03-19"
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/quantify-transmissibility.html b/quantify-transmissibility.html
index e9b7104f..9e1af501 100644
--- a/quantify-transmissibility.html
+++ b/quantify-transmissibility.html
@@ -295,7 +295,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Quantifying transmission</h1>
-        <p>Last updated on 2024-03-08 |
+        <p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/epiverse-trace/tutorials/edit/main/episodes/quantify-transmissibility.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -747,14 +747,11 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>WARN [2024-03-08 10:49:29] epinow: There were 3 divergent transitions after warmup. See
+<pre class="output" tabindex="0"><code>WARN [2024-03-22 12:12:02] epinow: There were 1 divergent transitions after warmup. See
 https://mc-stan.org/misc/warnings.html#divergent-transitions-after-warmup
 to find out why this is a problem and how to eliminate them. - 
-WARN [2024-03-08 10:49:29] epinow: Examine the pairs() plot to diagnose sampling problems
- - 
-WARN [2024-03-08 10:49:30] epinow: Bulk Effective Samples Size (ESS) is too low, indicating posterior means and medians may be unreliable.
-Running the chains for more iterations may help. See
-https://mc-stan.org/misc/warnings.html#bulk-ess - </code></pre>
+WARN [2024-03-22 12:12:02] epinow: Examine the pairs() plot to diagnose sampling problems
+ - </code></pre>
 </div>
 <div class="section level3">
 <h3 id="results">Results<a class="anchor" aria-label="anchor" href="#results"></a></h3>
@@ -795,23 +792,23 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code>                                 measure                 estimate
                                   &lt;char&gt;                   &lt;char&gt;
-1: New confirmed cases by infection date     7224 (4135 -- 12849)
+1: New confirmed cases by infection date     7267 (4109 -- 12512)
 2:        Expected change in daily cases        Likely decreasing
 3:            Effective reproduction no.       0.89 (0.58 -- 1.3)
-4:                        Rate of growth -0.015 (-0.062 -- 0.041)
-5:          Doubling/halving time (days)          -47 (17 -- -11)</code></pre>
+4:                        Rate of growth -0.014 (-0.063 -- 0.038)
+5:          Doubling/halving time (days)          -49 (18 -- -11)</code></pre>
 </div>
 <p>As these estimates are based on partial data, they have a wide
 uncertainty interval.</p>
 <ul><li><p>From the summary of our analysis we see that the expected change
 in daily cases is Likely decreasing with the estimated new confirmed
-cases 7224 (4135 – 12849).</p></li>
+cases 7267 (4109 – 12512).</p></li>
 <li><p>The effective reproduction number <span class="math inline">\(R_t\)</span> estimate (on the last date of the
 data) is 0.89 (0.58 – 1.3).</p></li>
-<li><p>The exponential growth rate of case numbers is -0.015 (-0.062 –
-0.041).</p></li>
+<li><p>The exponential growth rate of case numbers is -0.014 (-0.063 –
+0.038).</p></li>
 <li><p>The doubling time (the time taken for case numbers to double) is
--47 (17 – -11).</p></li>
+-49 (18 – -11).</p></li>
 </ul><div id="expected-change-in-daily-cases" class="callout">
 <div class="callout-square">
 <i class="callout-icon" data-feather="bell"></i>
@@ -898,17 +895,17 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code>INFO [2024-03-08 10:49:34] Producing following optional outputs: regions, summary, samples, plots, latest
-INFO [2024-03-08 10:49:34] Reporting estimates using data up to: 2020-04-28
-INFO [2024-03-08 10:49:34] No target directory specified so returning output
-INFO [2024-03-08 10:49:34] Producing estimates for: East Midlands, East of England, England, London, North East, North West, Northern Ireland, Scotland, South East, South West, Wales, West Midlands, Yorkshire and The Humber
-INFO [2024-03-08 10:49:34] Regions excluded: none
-INFO [2024-03-08 11:32:47] Completed regional estimates
-INFO [2024-03-08 11:32:47] Regions with estimates: 13
-INFO [2024-03-08 11:32:47] Regions with runtime errors: 0
-INFO [2024-03-08 11:32:47] Producing summary
-INFO [2024-03-08 11:32:47] No summary directory specified so returning summary output
-INFO [2024-03-08 11:32:47] No target directory specified so returning timings</code></pre>
+<pre class="output" tabindex="0"><code>INFO [2024-03-22 12:12:08] Producing following optional outputs: regions, summary, samples, plots, latest
+INFO [2024-03-22 12:12:08] Reporting estimates using data up to: 2020-04-28
+INFO [2024-03-22 12:12:08] No target directory specified so returning output
+INFO [2024-03-22 12:12:08] Producing estimates for: East Midlands, East of England, England, London, North East, North West, Northern Ireland, Scotland, South East, South West, Wales, West Midlands, Yorkshire and The Humber
+INFO [2024-03-22 12:12:08] Regions excluded: none
+INFO [2024-03-22 12:57:39] Completed regional estimates
+INFO [2024-03-22 12:57:39] Regions with estimates: 13
+INFO [2024-03-22 12:57:39] Regions with runtime errors: 0
+INFO [2024-03-22 12:57:39] Producing summary
+INFO [2024-03-22 12:57:39] No summary directory specified so returning summary output
+INFO [2024-03-22 12:57:39] No target directory specified so returning timings</code></pre>
 </div>
 <div class="codewrapper sourceCode" id="cb25">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -921,49 +918,49 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code>                      Region New confirmed cases by infection date
                       &lt;char&gt;                                &lt;char&gt;
- 1:            East Midlands                      338 (211 -- 555)
- 2:          East of England                      538 (327 -- 836)
- 3:                  England                   3578 (2217 -- 5491)
- 4:                   London                      296 (194 -- 455)
- 5:               North East                      250 (146 -- 434)
- 6:               North West                      562 (330 -- 872)
+ 1:            East Midlands                      340 (209 -- 560)
+ 2:          East of England                      549 (335 -- 850)
+ 3:                  England                   3581 (2197 -- 5521)
+ 4:                   London                      300 (190 -- 451)
+ 5:               North East                      251 (145 -- 433)
+ 6:               North West                      562 (340 -- 897)
  7:         Northern Ireland                         43 (23 -- 84)
- 8:                 Scotland                      287 (160 -- 528)
- 9:               South East                      582 (350 -- 991)
-10:               South West                      422 (302 -- 605)
-11:                    Wales                        95 (66 -- 140)
-12:            West Midlands                      272 (143 -- 515)
-13: Yorkshire and The Humber                      480 (292 -- 768)
+ 8:                 Scotland                      285 (165 -- 538)
+ 9:               South East                     596 (359 -- 1003)
+10:               South West                      416 (290 -- 607)
+11:                    Wales                        95 (65 -- 132)
+12:            West Midlands                      271 (143 -- 493)
+13: Yorkshire and The Humber                      478 (290 -- 794)
     Expected change in daily cases Effective reproduction no.
                             &lt;fctr&gt;                     &lt;char&gt;
- 1:              Likely increasing          1.2 (0.85 -- 1.6)
- 2:              Likely increasing          1.2 (0.83 -- 1.6)
- 3:              Likely decreasing         0.92 (0.64 -- 1.2)
- 4:              Likely decreasing         0.79 (0.57 -- 1.1)
- 5:              Likely decreasing         0.91 (0.61 -- 1.3)
- 6:              Likely decreasing         0.87 (0.58 -- 1.2)
- 7:              Likely decreasing           0.64 (0.38 -- 1)
- 8:              Likely decreasing         0.91 (0.59 -- 1.4)
- 9:                         Stable         0.98 (0.67 -- 1.4)
+ 1:              Likely increasing          1.2 (0.84 -- 1.6)
+ 2:              Likely increasing          1.2 (0.84 -- 1.6)
+ 3:              Likely decreasing         0.92 (0.63 -- 1.2)
+ 4:              Likely decreasing          0.8 (0.56 -- 1.1)
+ 5:              Likely decreasing          0.91 (0.6 -- 1.3)
+ 6:              Likely decreasing         0.87 (0.59 -- 1.2)
+ 7:              Likely decreasing         0.64 (0.39 -- 1.1)
+ 8:              Likely decreasing          0.91 (0.6 -- 1.4)
+ 9:                         Stable            1 (0.68 -- 1.4)
 10:                     Increasing           1.4 (1.1 -- 1.8)
-11:                     Decreasing        0.57 (0.42 -- 0.77)
+11:                     Decreasing        0.57 (0.42 -- 0.73)
 12:              Likely decreasing         0.71 (0.43 -- 1.1)
-13:                         Stable            1 (0.71 -- 1.4)
+13:                         Stable             1 (0.7 -- 1.4)
                Rate of growth Doubling/halving time (days)
                        &lt;char&gt;                       &lt;char&gt;
- 1:     0.023 (-0.02 -- 0.07)              30 (9.9 -- -34)
- 2:   0.022 (-0.023 -- 0.066)               31 (11 -- -30)
- 3:    -0.01 (-0.052 -- 0.03)              -67 (23 -- -13)
- 4:  -0.029 (-0.065 -- 0.011)              -24 (65 -- -11)
- 5:  -0.013 (-0.057 -- 0.038)              -55 (18 -- -12)
- 6:  -0.018 (-0.062 -- 0.023)              -39 (31 -- -11)
- 7:   -0.052 (-0.1 -- 0.0064)            -13 (110 -- -6.9)
- 8:  -0.012 (-0.061 -- 0.045)              -60 (15 -- -11)
- 9: -0.0027 (-0.047 -- 0.048)             -260 (14 -- -15)
-10:    0.048 (0.015 -- 0.086)                 15 (8 -- 46)
-11: -0.064 (-0.092 -- -0.033)            -11 (-21 -- -7.5)
-12:  -0.041 (-0.091 -- 0.017)             -17 (40 -- -7.6)
-13:  0.0039 (-0.041 -- 0.049)              180 (14 -- -17)</code></pre>
+ 1:    0.023 (-0.022 -- 0.07)              30 (9.9 -- -32)
+ 2:   0.024 (-0.022 -- 0.067)               29 (10 -- -31)
+ 3:    -0.01 (-0.054 -- 0.03)              -67 (23 -- -13)
+ 4: -0.028 (-0.065 -- 0.0098)              -25 (71 -- -11)
+ 5:  -0.012 (-0.058 -- 0.039)              -56 (18 -- -12)
+ 6:  -0.017 (-0.061 -- 0.024)              -40 (28 -- -11)
+ 7:   -0.052 (-0.1 -- 0.0074)               -13 (94 -- -7)
+ 8:  -0.012 (-0.059 -- 0.046)              -57 (15 -- -12)
+ 9: -0.00036 (-0.046 -- 0.05)            -1900 (14 -- -15)
+10:    0.046 (0.012 -- 0.086)               15 (8.1 -- 59)
+11: -0.064 (-0.093 -- -0.038)            -11 (-18 -- -7.5)
+12:  -0.041 (-0.091 -- 0.014)             -17 (49 -- -7.6)
+13:  0.0026 (-0.042 -- 0.052)              270 (13 -- -16)</code></pre>
 </div>
 <div class="codewrapper sourceCode" id="cb27">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1026,14 +1023,14 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
 	
         | <a href="https://github.com/epiverse-trace/tutorials/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/epiverse-trace/tutorials/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
         
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.2)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
+        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.3)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -1055,8 +1052,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://epiverse-trace.github.io/tutorials/quantify-transmissibility.html",
   "identifier": "https://epiverse-trace.github.io/tutorials/quantify-transmissibility.html",
   "dateCreated": "2024-02-06",
-  "dateModified": "2024-03-08",
-  "datePublished": "2024-03-19"
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/read-delays.html b/read-delays.html
index e6bd0813..e3619ea1 100644
--- a/read-delays.html
+++ b/read-delays.html
@@ -301,7 +301,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Read delays</h1>
-        <p>Last updated on 2024-03-08 |
+        <p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/epiverse-trace/tutorials/edit/main/episodes/read-delays.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -569,7 +569,7 @@ <h3 class="callout-title">Serial interval<a class="anchor" aria-label="anchor" h
 <button class="accordion-button hint-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseHint1" aria-expanded="false" aria-controls="collapseHint1">
   <h4 class="accordion-header" id="headingHint1">Give me a hint</h4>
 </button>
-<div id="collapseHint1" class="accordion-collapse collapse" data-bs-parent="#accordionHint1" aria-labelledby="headingHint1">
+<div id="collapseHint1" class="accordion-collapse collapse" aria-labelledby="headingHint1" data-bs-parent="#accordionHint1">
 <div class="accordion-body">
 <p>The peak of each curve can inform you about the location of the mean
 of each distribution. The larger the mean, the larger the serial
@@ -583,7 +583,7 @@ <h4 class="accordion-header" id="headingHint1">Give me a hint</h4>
 <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>Which one would be harder to control?</p>
 <ul><li>COVID-19</li>
@@ -811,7 +811,7 @@ <h3 class="callout-title">Ebola’s incubation periods<a class="anchor" aria-lab
 <button class="accordion-button hint-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseHint2" aria-expanded="false" aria-controls="collapseHint2">
   <h4 class="accordion-header" id="headingHint2">Give me a hint</h4>
 </button>
-<div id="collapseHint2" class="accordion-collapse collapse" data-bs-parent="#accordionHint2" aria-labelledby="headingHint2">
+<div id="collapseHint2" class="accordion-collapse collapse" aria-labelledby="headingHint2" data-bs-parent="#accordionHint2">
 <div class="accordion-body">
 <p>The <code>{epiparameter}</code> combo of <code>epidist_db()</code>
 plus <code>list_distributions()</code> list all the entries by:</p>
@@ -829,7 +829,7 @@ <h4 class="accordion-header" id="headingHint2">Give me a hint</h4>
 <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">
 <div class="codewrapper sourceCode" id="cb16">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1009,7 +1009,7 @@ <h3 class="callout-title">Ebola’s incubation period<a class="anchor" aria-labe
 <button class="accordion-button hint-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseHint3" aria-expanded="false" aria-controls="collapseHint3">
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 <div class="accordion-body">
 <p>The <code>{epiparameter}</code> combo of <code>epidist_db()</code>
 plus <code>list_distributions()</code> list all the entries by:</p>
@@ -1037,7 +1037,7 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
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   <h4 class="accordion-header" id="headingHint4">Give me a hint</h4>
 </button>
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 <div class="accordion-body">
 <p>Use the <code>$</code> operator plus the <kbd>tab</kbd> keyboard
 button to explore them as an expandable list:</p>
@@ -1120,7 +1120,7 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
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@@ -1183,7 +1183,7 @@ <h3 class="callout-title">Ebola’s severity parameter<a class="anchor" aria-lab
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 <p>An informative delay measures the time from symptom onset to recovery
 or death.</p>
@@ -1196,7 +1196,7 @@ <h4 class="accordion-header" id="headingHint5">Give me a hint</h4>
 <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>
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   <h3 class="accordion-header" id="headingSpoiler1">
 <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div>Parameterised entries have an Inference method</h3>
 </button>
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 <p>As detailed in <code>?is_parameterised</code>, a parameterised
 distribution is the entry that has a probability distribution associated
@@ -1385,7 +1385,7 @@ <h3 class="callout-title">The distribution Zoo<a class="anchor" aria-label="anch
   <h3 class="accordion-header" id="headingSpoiler2">
 <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div>Functions for the Normal distribution</h3>
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 <div class="accordion-body">
 <p>If you need it, read in detail about the <a href="https://sakai.unc.edu/access/content/group/3d1eb92e-7848-4f55-90c3-7c72a54e7e43/public/docs/lectures/lecture13.htm#probfunc" class="external-link">R
 probability functions for the normal distribution</a>, each of its
@@ -1457,8 +1457,8 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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>
 </h3>
-<pre class="output" tabindex="0"><code> [1]  6.571590  2.174025  5.777432 17.746870  2.384938  2.711137  0.935204
- [8]  6.285290 12.111825  3.254131</code></pre>
+<pre class="output" tabindex="0"><code> [1]  1.729526  3.960313  3.440434  2.395671  2.100196  1.816585  2.978612
+ [8]  6.020666 11.442393  6.516111</code></pre>
 </div>
 
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@@ -1490,7 +1490,7 @@ <h3 class="callout-title">Window for contact tracing and the Serial
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 <div class="accordion-body">
 <p>In Figure 5 from the <a href="https://sakai.unc.edu/access/content/group/3d1eb92e-7848-4f55-90c3-7c72a54e7e43/public/docs/lectures/lecture13.htm#probfunc" class="external-link">R
 probability functions for the normal distribution</a>, the shadowed
@@ -1505,7 +1505,7 @@ <h4 class="accordion-header" id="headingHint6">Give me a hint</h4>
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 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
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@@ -1534,7 +1534,7 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
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   <h4 class="accordion-header" id="headingSolution7">What if</h4>
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 <div class="accordion-body">
 <p>If we exchange the question between days and cumulative probability
 to:</p>
@@ -1648,7 +1648,7 @@ <h3 class="callout-title">Lenght of quarantine and Incubation
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   <h4 class="accordion-header" id="headingHint7">Give me a hint</h4>
 </button>
-<div id="collapseHint7" class="accordion-collapse collapse" data-bs-parent="#accordionHint7" aria-labelledby="headingHint7">
+<div id="collapseHint7" class="accordion-collapse collapse" aria-labelledby="headingHint7" data-bs-parent="#accordionHint7">
 <div class="accordion-body">
 <p>What delay distribution measures the time between infection and the
 onset of symptoms?</p>
@@ -1683,7 +1683,7 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
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-<div id="collapseSolution8" class="accordion-collapse collapse" data-bs-parent="#accordionSolution8" aria-labelledby="headingSolution8">
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 <p>From a maximum value with <code>$prob_dist$q()</code>, we can create
 a sequence of quantile values as a numeric vector and map density values
@@ -1827,7 +1827,7 @@ <h3 class="callout-title">Ebola’s effective reproduction number<a class="ancho
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 <p>To calculate the <span class="math inline">\(R_t\)</span>, we
 need:</p>
@@ -1847,7 +1847,7 @@ <h4 class="accordion-header" id="headingHint8">Give me a hint</h4>
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 </button>
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 <p>The <code>delays</code> argument and the <code>delay_opts()</code>
 helper function are analogous to the <code>generation_time</code>
@@ -1979,7 +1979,7 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
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 <p>After adding the incubation period, discuss:</p>
 <ul><li>Does the retrospective trend of forecast change?</li>
@@ -2060,7 +2060,7 @@ <h3 class="callout-title">Ebola’s effective reproduction number was
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 <p>We can use two complementary delay distributions to estimate the
 <span class="math inline">\(R_t\)</span> at time <span class="math inline">\(t\)</span>.</p>
@@ -2073,7 +2073,7 @@ <h4 class="accordion-header" id="headingHint10">Give me a hint</h4>
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+<div id="collapseHint11" class="accordion-collapse collapse" aria-labelledby="headingHint11" data-bs-parent="#accordionHint11">
 <div class="accordion-body">
 <p>How to get the mean and standard deviation from a generation time
 with median and quantiles as summary statistics?</p>
@@ -2177,7 +2177,7 @@ <h4 class="accordion-header" id="headingHint11">Give me a hint</h4>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution14" aria-expanded="false" aria-controls="collapseSolution14">
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 </button>
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 <!-- https://github.com/epiverse-trace/epiparameter/issues/114 -->
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@@ -2315,7 +2315,7 @@ <h3 class="callout-title">How to estimate delay distributions for
   <h3 class="accordion-header" id="headingSpoiler3">
 <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div>How to assess for pre-symptomatic infection?</h3>
 </button>
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 <div class="accordion-body">
 <p>The lengths of the Serial interval and Incubation period determine
 the type of disease transmission.</p>
@@ -2369,7 +2369,7 @@ <h3 class="callout-title">What type of transmission?<a class="anchor" aria-label
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 </button>
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 <p>For types of transmission, we refer to infections with symptomatic or
 pre-symptomatic transmission.</p>
@@ -2385,7 +2385,7 @@ <h4 class="accordion-header" id="headingHint12">Give me a hint</h4>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution15" aria-expanded="false" aria-controls="collapseSolution15">
   <h4 class="accordion-header" id="headingSolution15">Show me the solution</h4>
 </button>
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 <div class="accordion-body">
 <p>In this solution we use <code>purrr::pluck()</code> to extract
 elements within the <code>summary_stats</code> object which is of class
@@ -2531,14 +2531,14 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
 	
         | <a href="https://github.com/epiverse-trace/tutorials/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/epiverse-trace/tutorials/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
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-        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.2)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
+        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.3)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
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@@ -2560,8 +2560,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://epiverse-trace.github.io/tutorials/read-delays.html",
   "identifier": "https://epiverse-trace.github.io/tutorials/read-delays.html",
   "dateCreated": "2024-02-06",
-  "dateModified": "2024-03-08",
-  "datePublished": "2024-03-19"
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
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--- a/reference.html
+++ b/reference.html
@@ -280,7 +280,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Glossary of Terms: Epiverse-TRACE</h1>
-        <p>Last updated on 2024-03-08 |
+        <p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/epiverse-trace/tutorials/edit/main/learners/reference.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -586,14 +586,14 @@ <h1>Glossary of Terms: Epiverse-TRACE</h1>
 	
         | <a href="https://github.com/epiverse-trace/tutorials/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/epiverse-trace/tutorials/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
         
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.2)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
+        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.3)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -615,8 +615,8 @@ <h1>Glossary of Terms: Epiverse-TRACE</h1>
   "url": "https://epiverse-trace.github.io/tutorials/reference.html",
   "identifier": "https://epiverse-trace.github.io/tutorials/reference.html",
   "dateCreated": "2024-02-06",
-  "dateModified": "2024-03-08",
-  "datePublished": "2024-03-19"
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/simulating-transmission.html b/simulating-transmission.html
index aa61bb9f..77c022bb 100644
--- a/simulating-transmission.html
+++ b/simulating-transmission.html
@@ -295,7 +295,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Simulating transmission</h1>
-        <p>Last updated on 2024-03-08 |
+        <p>Last updated on 2024-03-22 |
         
         <a href="https://github.com/epiverse-trace/tutorials/edit/main/episodes/simulating-transmission.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -502,7 +502,7 @@ <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" 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="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -943,14 +943,14 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
 	
         | <a href="https://github.com/epiverse-trace/tutorials/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/epiverse-trace/tutorials/" class="external-link">Source</a></p>
-				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/CITATION" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
+				<p><a href="https://github.com/epiverse-trace/tutorials/blob/main/" class="external-link">Cite</a> | <a href="mailto:andree.valle-campos@lshtm.ac.uk">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
         
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.2)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
+        <p>Built with <a href="https://github.com/epiverse-trace/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.16.3)</a>, <a href="https://github.com/carpentries/pegboard/tree/e9ca729c7db3ca97f016480679f9f58d115d2721" class="external-link">pegboard (0.7.4)</a>, and <a href="https://github.com/epiverse-trace/varnish/tree/epiversetheme" class="external-link">varnish (1.0.1.9000)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -972,8 +972,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://epiverse-trace.github.io/tutorials/simulating-transmission.html",
   "identifier": "https://epiverse-trace.github.io/tutorials/simulating-transmission.html",
   "dateCreated": "2024-02-06",
-  "dateModified": "2024-03-08",
-  "datePublished": "2024-03-19"
+  "dateModified": "2024-03-22",
+  "datePublished": "2024-03-22"
 }
 
   </script><script>
diff --git a/sitemap.xml b/sitemap.xml
index 86b09e41..6208f046 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -9,18 +9,12 @@
   <url>
     <loc>https://epiverse-trace.github.io/tutorials/LICENSE.html</loc>
   </url>
-  <url>
-    <loc>https://epiverse-trace.github.io/tutorials/aio.html</loc>
-  </url>
   <url>
     <loc>https://epiverse-trace.github.io/tutorials/compare-interventions.html</loc>
   </url>
   <url>
     <loc>https://epiverse-trace.github.io/tutorials/create-forecast.html</loc>
   </url>
-  <url>
-    <loc>https://epiverse-trace.github.io/tutorials/images.html</loc>
-  </url>
   <url>
     <loc>https://epiverse-trace.github.io/tutorials/index.html</loc>
   </url>
@@ -33,30 +27,18 @@
   <url>
     <loc>https://epiverse-trace.github.io/tutorials/instructor/LICENSE.html</loc>
   </url>
-  <url>
-    <loc>https://epiverse-trace.github.io/tutorials/instructor/aio.html</loc>
-  </url>
   <url>
     <loc>https://epiverse-trace.github.io/tutorials/instructor/compare-interventions.html</loc>
   </url>
   <url>
     <loc>https://epiverse-trace.github.io/tutorials/instructor/create-forecast.html</loc>
   </url>
-  <url>
-    <loc>https://epiverse-trace.github.io/tutorials/instructor/images.html</loc>
-  </url>
   <url>
     <loc>https://epiverse-trace.github.io/tutorials/instructor/index.html</loc>
   </url>
-  <url>
-    <loc>https://epiverse-trace.github.io/tutorials/instructor/instructor-notes.html</loc>
-  </url>
   <url>
     <loc>https://epiverse-trace.github.io/tutorials/instructor/introduction.html</loc>
   </url>
-  <url>
-    <loc>https://epiverse-trace.github.io/tutorials/instructor/key-points.html</loc>
-  </url>
   <url>
     <loc>https://epiverse-trace.github.io/tutorials/instructor/model-choices.html</loc>
   </url>
@@ -78,15 +60,9 @@
   <url>
     <loc>https://epiverse-trace.github.io/tutorials/instructor/simulating-transmission.html</loc>
   </url>
-  <url>
-    <loc>https://epiverse-trace.github.io/tutorials/instructor-notes.html</loc>
-  </url>
   <url>
     <loc>https://epiverse-trace.github.io/tutorials/introduction.html</loc>
   </url>
-  <url>
-    <loc>https://epiverse-trace.github.io/tutorials/key-points.html</loc>
-  </url>
   <url>
     <loc>https://epiverse-trace.github.io/tutorials/model-choices.html</loc>
   </url>