From c9ea462af7018a32e604576cc6e06c4d43ed1c56 Mon Sep 17 00:00:00 2001
From: GitHub Actions <actions@github.com>
Date: Tue, 24 Sep 2024 00:55:17 +0000
Subject: [PATCH] site deploy

Auto-generated via {sandpaper}
Source  : f31a2249fdaa3862b3c45a541e505427326ae35b
Branch  : md-outputs
Author  : GitHub Actions <actions@github.com>
Time    : 2024-09-24 00:55:02 +0000
Message : markdown source builds

Auto-generated via {sandpaper}
Source  : 481ee11297f5af4dddca7c5cdc54aace341fba55
Branch  : main
Author  : Andree Valle Campos <avallecam@gmail.com>
Time    : 2024-09-17 10:30:59 +0000
Message : remove trailing white spaces and fix identation
---
 404.html                         |  4 ++--
 CODE_OF_CONDUCT.html             |  6 +++---
 LICENSE.html                     |  6 +++---
 aio.html                         | 24 ++++++++++++------------
 clean-data.html                  | 20 ++++++++++----------
 describe-cases.html              |  6 +++---
 images.html                      |  4 ++--
 index.html                       |  4 ++--
 instructor-notes.html            |  4 ++--
 instructor/404.html              |  4 ++--
 instructor/CODE_OF_CONDUCT.html  |  6 +++---
 instructor/LICENSE.html          |  6 +++---
 instructor/aio.html              | 26 +++++++++++++-------------
 instructor/clean-data.html       | 22 +++++++++++-----------
 instructor/describe-cases.html   |  6 +++---
 instructor/images.html           |  4 ++--
 instructor/index.html            |  4 ++--
 instructor/instructor-notes.html |  4 ++--
 instructor/key-points.html       |  4 ++--
 instructor/profiles.html         |  4 ++--
 instructor/read-cases.html       |  6 +++---
 instructor/reference.html        |  6 +++---
 key-points.html                  |  4 ++--
 md5sum.txt                       | 26 +++++++++++++-------------
 pkgdown.yml                      |  4 ++--
 profiles.html                    |  4 ++--
 read-cases.html                  |  6 +++---
 reference.html                   |  6 +++---
 28 files changed, 115 insertions(+), 115 deletions(-)

diff --git a/404.html b/404.html
index 1e76dae5..32494de7 100644
--- a/404.html
+++ b/404.html
@@ -349,8 +349,8 @@ <h1>Page not found</h1>
   "url": "https://epiverse-trace.github.io/tutorials-early/404.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-early/404.html",
   "dateCreated": "2024-09-17",
-  "dateModified": "2024-09-17",
-  "datePublished": "2024-09-17"
+  "dateModified": "2024-09-24",
+  "datePublished": "2024-09-24"
 }
 
   </script><script>
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index 56b8d1b9..c5f5b21c 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.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>Contributor Code of Conduct</h1>
-        <p>Last updated on 2024-09-13 |
+        <p>Last updated on 2024-09-24 |
 
         <a href="https://github.com/epiverse-trace/tutorials-early/edit/main/CODE_OF_CONDUCT.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -378,8 +378,8 @@ <h1>Contributor Code of Conduct</h1>
   "url": "https://epiverse-trace.github.io/tutorials-early/CODE_OF_CONDUCT.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-early/CODE_OF_CONDUCT.html",
   "dateCreated": "2024-09-17",
-  "dateModified": "2024-09-13",
-  "datePublished": "2024-09-17"
+  "dateModified": "2024-09-24",
+  "datePublished": "2024-09-24"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index 4e408537..dc9730cf 100644
--- a/LICENSE.html
+++ b/LICENSE.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>Licenses</h1>
-        <p>Last updated on 2024-09-13 |
+        <p>Last updated on 2024-09-24 |
 
         <a href="https://github.com/epiverse-trace/tutorials-early/edit/main/LICENSE.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -424,8 +424,8 @@ <h1>Licenses</h1>
   "url": "https://epiverse-trace.github.io/tutorials-early/LICENSE.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-early/LICENSE.html",
   "dateCreated": "2024-09-17",
-  "dateModified": "2024-09-13",
-  "datePublished": "2024-09-17"
+  "dateModified": "2024-09-24",
+  "datePublished": "2024-09-24"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index 202d3530..b0036f89 100644
--- a/aio.html
+++ b/aio.html
@@ -338,7 +338,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         
 <section id="aio-read-cases"><p>Content from <a href="read-cases.html">Read case data</a></p>
 <hr>
-<p>Last updated on 2024-09-17 |
+<p>Last updated on 2024-09-24 |
 
         <a href="https://github.com/epiverse-trace/tutorials-early/edit/main/episodes/read-cases.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -647,7 +647,7 @@ <h3 class="callout-title">Key Points</h3>
  -->
 </section></section><section id="aio-clean-data"><p>Content from <a href="clean-data.html">Clean and validate</a></p>
 <hr>
-<p>Last updated on 2024-09-16 |
+<p>Last updated on 2024-09-24 |
 
         <a href="https://github.com/epiverse-trace/tutorials-early/edit/main/episodes/clean-data.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -1151,7 +1151,7 @@ <h3 id="calculating-time-span-between-different-date-events">Calculating time sp
 scales. For example, the below code snippet utilizes the
 <code>span()</code> function to compute the time elapsed since the date
 of sample for the case identified until the date this document was
-generated (2024-09-16).</p>
+generated (2024-09-24).</p>
 <div class="codewrapper sourceCode" id="cb23">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
@@ -1345,7 +1345,7 @@ <h3 class="callout-title">Challenge</h3>
 <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" aria-labelledby="headingHint1" data-bs-parent="#accordionHint1">
+<div id="collapseHint1" class="accordion-collapse collapse" data-bs-parent="#accordionHint1" aria-labelledby="headingHint1">
 <div class="accordion-body">
 <p>Your can get access to the list of available tag names in {linelist}
 using:</p>
@@ -1368,7 +1368,7 @@ <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"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb31">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1433,7 +1433,7 @@ <h3 class="callout-title">Challenge</h3>
 <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" aria-labelledby="headingHint2" data-bs-parent="#accordionHint2">
+<div id="collapseHint2" class="accordion-collapse collapse" data-bs-parent="#accordionHint2" aria-labelledby="headingHint2">
 <div class="accordion-body">
 <p>We can use <code>dplyr::mutate()</code> to change the variable type
 before tagging for validation. For example:</p>
@@ -1458,7 +1458,7 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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" aria-labelledby="headingHint3" data-bs-parent="#accordionHint3">
+<div id="collapseHint3" class="accordion-collapse collapse" data-bs-parent="#accordionHint3" aria-labelledby="headingHint3">
 <div class="accordion-body">
 <blockquote>
 <p>Please run the code line by line, focusing only on the parts before
@@ -1512,7 +1512,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb36">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1649,7 +1649,7 @@ <h3 class="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" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>Deciding between <code>Warning</code> or <code>Error</code> message
 will depend on the level of attention or flexibility you need when
@@ -1752,7 +1752,7 @@ <h3 class="callout-title">Key Points</h3>
  -->
 </section></section><section id="aio-describe-cases"><p>Content from <a href="describe-cases.html">Aggregate and visualize</a></p>
 <hr>
-<p>Last updated on 2024-09-17 |
+<p>Last updated on 2024-09-24 |
 
         <a href="https://github.com/epiverse-trace/tutorials-early/edit/main/episodes/describe-cases.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -2357,8 +2357,8 @@ <h3 class="callout-title">Key Points</h3>
   "url": "https://epiverse-trace.github.io/tutorials-early/aio.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-early/aio.html",
   "dateCreated": "2024-09-17",
-  "dateModified": "2024-09-17",
-  "datePublished": "2024-09-17"
+  "dateModified": "2024-09-24",
+  "datePublished": "2024-09-24"
 }
 
   </script><script>
diff --git a/clean-data.html b/clean-data.html
index 2107315c..e8fd52dc 100644
--- a/clean-data.html
+++ b/clean-data.html
@@ -311,7 +311,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Clean and validate</h1>
-        <p>Last updated on 2024-09-16 |
+        <p>Last updated on 2024-09-24 |
 
         <a href="https://github.com/epiverse-trace/tutorials-early/edit/main/episodes/clean-data.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -796,7 +796,7 @@ <h3 id="calculating-time-span-between-different-date-events">Calculating time sp
 scales. For example, the below code snippet utilizes the
 <code>span()</code> function to compute the time elapsed since the date
 of sample for the case identified until the date this document was
-generated (2024-09-16).</p>
+generated (2024-09-24).</p>
 <div class="codewrapper sourceCode" id="cb23">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
@@ -982,7 +982,7 @@ <h3 class="callout-title">Challenge</h3>
 <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" aria-labelledby="headingHint1" data-bs-parent="#accordionHint1">
+<div id="collapseHint1" class="accordion-collapse collapse" data-bs-parent="#accordionHint1" aria-labelledby="headingHint1">
 <div class="accordion-body">
 <p>Your can get access to the list of available tag names in {linelist}
 using:</p>
@@ -1005,7 +1005,7 @@ <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"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb31">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1068,7 +1068,7 @@ <h3 class="callout-title">Challenge</h3>
 <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" aria-labelledby="headingHint2" data-bs-parent="#accordionHint2">
+<div id="collapseHint2" class="accordion-collapse collapse" data-bs-parent="#accordionHint2" aria-labelledby="headingHint2">
 <div class="accordion-body">
 <p>We can use <code>dplyr::mutate()</code> to change the variable type
 before tagging for validation. For example:</p>
@@ -1093,7 +1093,7 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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" aria-labelledby="headingHint3" data-bs-parent="#accordionHint3">
+<div id="collapseHint3" class="accordion-collapse collapse" data-bs-parent="#accordionHint3" aria-labelledby="headingHint3">
 <div class="accordion-body">
 <blockquote>
 <p>Please run the code line by line, focusing only on the parts before
@@ -1145,7 +1145,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb36">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1274,7 +1274,7 @@ <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" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>Deciding between <code>Warning</code> or <code>Error</code> message
 will depend on the level of attention or flexibility you need when
@@ -1431,8 +1431,8 @@ <h3 class="callout-title">Key Points</h3>
   "url": "https://epiverse-trace.github.io/tutorials-early/clean-data.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-early/clean-data.html",
   "dateCreated": "2024-09-17",
-  "dateModified": "2024-09-16",
-  "datePublished": "2024-09-17"
+  "dateModified": "2024-09-24",
+  "datePublished": "2024-09-24"
 }
 
   </script><script>
diff --git a/describe-cases.html b/describe-cases.html
index 671ec15a..0af56e81 100644
--- a/describe-cases.html
+++ b/describe-cases.html
@@ -311,7 +311,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Aggregate and visualize</h1>
-        <p>Last updated on 2024-09-17 |
+        <p>Last updated on 2024-09-24 |
 
         <a href="https://github.com/epiverse-trace/tutorials-early/edit/main/episodes/describe-cases.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -910,8 +910,8 @@ <h3 class="callout-title">Key Points</h3>
   "url": "https://epiverse-trace.github.io/tutorials-early/describe-cases.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-early/describe-cases.html",
   "dateCreated": "2024-09-17",
-  "dateModified": "2024-09-17",
-  "datePublished": "2024-09-17"
+  "dateModified": "2024-09-24",
+  "datePublished": "2024-09-24"
 }
 
   </script><script>
diff --git a/images.html b/images.html
index fd33ce73..d66dddb3 100644
--- a/images.html
+++ b/images.html
@@ -403,8 +403,8 @@ <h3 id="describe-cases-figure-5">Figure 5</h3>
   "url": "https://epiverse-trace.github.io/tutorials-early/images.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-early/images.html",
   "dateCreated": "2024-09-17",
-  "dateModified": "2024-09-17",
-  "datePublished": "2024-09-17"
+  "dateModified": "2024-09-24",
+  "datePublished": "2024-09-24"
 }
 
   </script><script>
diff --git a/index.html b/index.html
index eda55ccb..2e8e8963 100644
--- a/index.html
+++ b/index.html
@@ -746,8 +746,8 @@ <h3 id="download-the-data">Download the data<a class="anchor" aria-label="anchor
   "url": "https://epiverse-trace.github.io/tutorials-early/index.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-early/index.html",
   "dateCreated": "2024-09-17",
-  "dateModified": "2024-09-17",
-  "datePublished": "2024-09-17"
+  "dateModified": "2024-09-24",
+  "datePublished": "2024-09-24"
 }
 
   </script><script>
diff --git a/instructor-notes.html b/instructor-notes.html
index c4ec55b4..8c4de01a 100644
--- a/instructor-notes.html
+++ b/instructor-notes.html
@@ -392,8 +392,8 @@ <h1>Instructor Notes</h1>
   "url": "https://epiverse-trace.github.io/tutorials-early/instructor-notes.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-early/instructor-notes.html",
   "dateCreated": "2024-09-17",
-  "dateModified": "2024-09-17",
-  "datePublished": "2024-09-17"
+  "dateModified": "2024-09-24",
+  "datePublished": "2024-09-24"
 }
 
   </script><script>
diff --git a/instructor/404.html b/instructor/404.html
index e3806b24..5975f257 100644
--- a/instructor/404.html
+++ b/instructor/404.html
@@ -349,8 +349,8 @@ <h1>Page not found</h1>
   "url": "https://epiverse-trace.github.io/tutorials-early/instructor/404.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-early/instructor/404.html",
   "dateCreated": "2024-09-17",
-  "dateModified": "2024-09-17",
-  "datePublished": "2024-09-17"
+  "dateModified": "2024-09-24",
+  "datePublished": "2024-09-24"
 }
 
   </script><script>
diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index e4551769..83effbcc 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.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>Contributor Code of Conduct</h1>
-        <p>Last updated on 2024-09-13 |
+        <p>Last updated on 2024-09-24 |
 
         <a href="https://github.com/epiverse-trace/tutorials-early/edit/main/CODE_OF_CONDUCT.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -380,8 +380,8 @@ <h1>Contributor Code of Conduct</h1>
   "url": "https://epiverse-trace.github.io/tutorials-early/instructor/CODE_OF_CONDUCT.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-early/instructor/CODE_OF_CONDUCT.html",
   "dateCreated": "2024-09-17",
-  "dateModified": "2024-09-13",
-  "datePublished": "2024-09-17"
+  "dateModified": "2024-09-24",
+  "datePublished": "2024-09-24"
 }
 
   </script><script>
diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index 491ccc3f..415d284e 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.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>Licenses</h1>
-        <p>Last updated on 2024-09-13 |
+        <p>Last updated on 2024-09-24 |
 
         <a href="https://github.com/epiverse-trace/tutorials-early/edit/main/LICENSE.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -426,8 +426,8 @@ <h1>Licenses</h1>
   "url": "https://epiverse-trace.github.io/tutorials-early/instructor/LICENSE.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-early/instructor/LICENSE.html",
   "dateCreated": "2024-09-17",
-  "dateModified": "2024-09-13",
-  "datePublished": "2024-09-17"
+  "dateModified": "2024-09-24",
+  "datePublished": "2024-09-24"
 }
 
   </script><script>
diff --git a/instructor/aio.html b/instructor/aio.html
index a2e100e0..5bf97b44 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -340,7 +340,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         
 <section id="aio-read-cases"><p>Content from <a href="read-cases.html">Read case data</a></p>
 <hr>
-<p>Last updated on 2024-09-17 |
+<p>Last updated on 2024-09-24 |
 
         <a href="https://github.com/epiverse-trace/tutorials-early/edit/main/episodes/read-cases.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>
@@ -650,7 +650,7 @@ <h3 class="callout-title">Key Points</h3>
  -->
 </section></section><section id="aio-clean-data"><p>Content from <a href="clean-data.html">Clean and validate</a></p>
 <hr>
-<p>Last updated on 2024-09-16 |
+<p>Last updated on 2024-09-24 |
 
         <a href="https://github.com/epiverse-trace/tutorials-early/edit/main/episodes/clean-data.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>
@@ -1155,7 +1155,7 @@ <h3 id="calculating-time-span-between-different-date-events">Calculating time sp
 scales. For example, the below code snippet utilizes the
 <code>span()</code> function to compute the time elapsed since the date
 of sample for the case identified until the date this document was
-generated (2024-09-16).</p>
+generated (2024-09-24).</p>
 <div class="codewrapper sourceCode" id="cb23">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
@@ -1349,7 +1349,7 @@ <h3 class="callout-title">Challenge</h3>
 <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" aria-labelledby="headingHint1" data-bs-parent="#accordionHint1">
+<div id="collapseHint1" class="accordion-collapse collapse" data-bs-parent="#accordionHint1" aria-labelledby="headingHint1">
 <div class="accordion-body">
 <p>Your can get access to the list of available tag names in {linelist}
 using:</p>
@@ -1372,7 +1372,7 @@ <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"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb31">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1437,7 +1437,7 @@ <h3 class="callout-title">Challenge</h3>
 <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" aria-labelledby="headingHint2" data-bs-parent="#accordionHint2">
+<div id="collapseHint2" class="accordion-collapse collapse" data-bs-parent="#accordionHint2" aria-labelledby="headingHint2">
 <div class="accordion-body">
 <p>We can use <code>dplyr::mutate()</code> to change the variable type
 before tagging for validation. For example:</p>
@@ -1462,7 +1462,7 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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" aria-labelledby="headingHint3" data-bs-parent="#accordionHint3">
+<div id="collapseHint3" class="accordion-collapse collapse" data-bs-parent="#accordionHint3" aria-labelledby="headingHint3">
 <div class="accordion-body">
 <blockquote>
 <p>Please run the code line by line, focusing only on the parts before
@@ -1516,7 +1516,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb36">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1585,7 +1585,7 @@ <h3 class="callout-title">Discussion</h3>
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor1" aria-expanded="false" aria-controls="collapseInstructor1">
   <h3 class="accordion-header" id="headingInstructor1">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> Instructor Note </h3>
 </button>
-<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
 <div class="accordion-body">
 <p>If learners do not have an experience to share, we as instructors can
 share one.</p>
@@ -1692,7 +1692,7 @@ <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" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>Deciding between <code>Warning</code> or <code>Error</code> message
 will depend on the level of attention or flexibility you need when
@@ -1795,7 +1795,7 @@ <h3 class="callout-title">Key Points</h3>
  -->
 </section></section><section id="aio-describe-cases"><p>Content from <a href="describe-cases.html">Aggregate and visualize</a></p>
 <hr>
-<p>Last updated on 2024-09-17 |
+<p>Last updated on 2024-09-24 |
 
         <a href="https://github.com/epiverse-trace/tutorials-early/edit/main/episodes/describe-cases.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>
@@ -2401,8 +2401,8 @@ <h3 class="callout-title">Key Points</h3>
   "url": "https://epiverse-trace.github.io/tutorials-early/instructor/aio.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-early/instructor/aio.html",
   "dateCreated": "2024-09-17",
-  "dateModified": "2024-09-17",
-  "datePublished": "2024-09-17"
+  "dateModified": "2024-09-24",
+  "datePublished": "2024-09-24"
 }
 
   </script><script>
diff --git a/instructor/clean-data.html b/instructor/clean-data.html
index 57c51638..f45c918c 100644
--- a/instructor/clean-data.html
+++ b/instructor/clean-data.html
@@ -311,7 +311,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Clean and validate</h1>
-        <p>Last updated on 2024-09-16 |
+        <p>Last updated on 2024-09-24 |
 
         <a href="https://github.com/epiverse-trace/tutorials-early/edit/main/episodes/clean-data.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -798,7 +798,7 @@ <h3 id="calculating-time-span-between-different-date-events">Calculating time sp
 scales. For example, the below code snippet utilizes the
 <code>span()</code> function to compute the time elapsed since the date
 of sample for the case identified until the date this document was
-generated (2024-09-16).</p>
+generated (2024-09-24).</p>
 <div class="codewrapper sourceCode" id="cb23">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
@@ -984,7 +984,7 @@ <h3 class="callout-title">Challenge</h3>
 <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" aria-labelledby="headingHint1" data-bs-parent="#accordionHint1">
+<div id="collapseHint1" class="accordion-collapse collapse" data-bs-parent="#accordionHint1" aria-labelledby="headingHint1">
 <div class="accordion-body">
 <p>Your can get access to the list of available tag names in {linelist}
 using:</p>
@@ -1007,7 +1007,7 @@ <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"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb31">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1070,7 +1070,7 @@ <h3 class="callout-title">Challenge</h3>
 <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" aria-labelledby="headingHint2" data-bs-parent="#accordionHint2">
+<div id="collapseHint2" class="accordion-collapse collapse" data-bs-parent="#accordionHint2" aria-labelledby="headingHint2">
 <div class="accordion-body">
 <p>We can use <code>dplyr::mutate()</code> to change the variable type
 before tagging for validation. For example:</p>
@@ -1095,7 +1095,7 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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" aria-labelledby="headingHint3" data-bs-parent="#accordionHint3">
+<div id="collapseHint3" class="accordion-collapse collapse" data-bs-parent="#accordionHint3" aria-labelledby="headingHint3">
 <div class="accordion-body">
 <blockquote>
 <p>Please run the code line by line, focusing only on the parts before
@@ -1147,7 +1147,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb36">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1216,7 +1216,7 @@ <h3 class="callout-title">Discussion</h3>
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor1" aria-expanded="false" aria-controls="collapseInstructor1">
   <h3 class="accordion-header" id="headingInstructor1">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> Instructor Note </h3>
 </button>
-<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
 <div class="accordion-body">
 <p>If learners do not have an experience to share, we as instructors can
 share one.</p>
@@ -1315,7 +1315,7 @@ <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" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>Deciding between <code>Warning</code> or <code>Error</code> message
 will depend on the level of attention or flexibility you need when
@@ -1472,8 +1472,8 @@ <h3 class="callout-title">Key Points</h3>
   "url": "https://epiverse-trace.github.io/tutorials-early/instructor/clean-data.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-early/instructor/clean-data.html",
   "dateCreated": "2024-09-17",
-  "dateModified": "2024-09-16",
-  "datePublished": "2024-09-17"
+  "dateModified": "2024-09-24",
+  "datePublished": "2024-09-24"
 }
 
   </script><script>
diff --git a/instructor/describe-cases.html b/instructor/describe-cases.html
index fa91f0c8..2f9c9ad9 100644
--- a/instructor/describe-cases.html
+++ b/instructor/describe-cases.html
@@ -311,7 +311,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Aggregate and visualize</h1>
-        <p>Last updated on 2024-09-17 |
+        <p>Last updated on 2024-09-24 |
 
         <a href="https://github.com/epiverse-trace/tutorials-early/edit/main/episodes/describe-cases.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -912,8 +912,8 @@ <h3 class="callout-title">Key Points</h3>
   "url": "https://epiverse-trace.github.io/tutorials-early/instructor/describe-cases.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-early/instructor/describe-cases.html",
   "dateCreated": "2024-09-17",
-  "dateModified": "2024-09-17",
-  "datePublished": "2024-09-17"
+  "dateModified": "2024-09-24",
+  "datePublished": "2024-09-24"
 }
 
   </script><script>
diff --git a/instructor/images.html b/instructor/images.html
index 51d35dc8..8e71909d 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -405,8 +405,8 @@ <h3 id="describe-cases-figure-5">Figure 5</h3>
   "url": "https://epiverse-trace.github.io/tutorials-early/instructor/images.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-early/instructor/images.html",
   "dateCreated": "2024-09-17",
-  "dateModified": "2024-09-17",
-  "datePublished": "2024-09-17"
+  "dateModified": "2024-09-24",
+  "datePublished": "2024-09-24"
 }
 
   </script><script>
diff --git a/instructor/index.html b/instructor/index.html
index a0453ca8..7ce01a64 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -783,8 +783,8 @@ <h3 id="download-the-data">Download the data<a class="anchor" aria-label="anchor
   "url": "https://epiverse-trace.github.io/tutorials-early/instructor/index.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-early/instructor/index.html",
   "dateCreated": "2024-09-17",
-  "dateModified": "2024-09-17",
-  "datePublished": "2024-09-17"
+  "dateModified": "2024-09-24",
+  "datePublished": "2024-09-24"
 }
 
   </script><script>
diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index 8bc1ed11..e41b0465 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -431,8 +431,8 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
   "url": "https://epiverse-trace.github.io/tutorials-early/instructor/instructor-notes.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-early/instructor/instructor-notes.html",
   "dateCreated": "2024-09-17",
-  "dateModified": "2024-09-17",
-  "datePublished": "2024-09-17"
+  "dateModified": "2024-09-24",
+  "datePublished": "2024-09-24"
 }
 
   </script><script>
diff --git a/instructor/key-points.html b/instructor/key-points.html
index c10924ea..48002800 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
@@ -407,8 +407,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://epiverse-trace.github.io/tutorials-early/instructor/key-points.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-early/instructor/key-points.html",
   "dateCreated": "2024-09-17",
-  "dateModified": "2024-09-17",
-  "datePublished": "2024-09-17"
+  "dateModified": "2024-09-24",
+  "datePublished": "2024-09-24"
 }
 
   </script><script>
diff --git a/instructor/profiles.html b/instructor/profiles.html
index 3781f406..82fc0fb8 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -338,8 +338,8 @@ <h1>Learner Profiles</h1>
   "url": "https://epiverse-trace.github.io/tutorials-early/instructor/profiles.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-early/instructor/profiles.html",
   "dateCreated": "2024-09-17",
-  "dateModified": "2024-09-17",
-  "datePublished": "2024-09-17"
+  "dateModified": "2024-09-24",
+  "datePublished": "2024-09-24"
 }
 
   </script><script>
diff --git a/instructor/read-cases.html b/instructor/read-cases.html
index f575d492..0943ad98 100644
--- a/instructor/read-cases.html
+++ b/instructor/read-cases.html
@@ -308,7 +308,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Read case data</h1>
-        <p>Last updated on 2024-09-17 |
+        <p>Last updated on 2024-09-24 |
 
         <a href="https://github.com/epiverse-trace/tutorials-early/edit/main/episodes/read-cases.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -665,8 +665,8 @@ <h3 class="callout-title">Key Points</h3>
   "url": "https://epiverse-trace.github.io/tutorials-early/instructor/read-cases.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-early/instructor/read-cases.html",
   "dateCreated": "2024-09-17",
-  "dateModified": "2024-09-17",
-  "datePublished": "2024-09-17"
+  "dateModified": "2024-09-24",
+  "datePublished": "2024-09-24"
 }
 
   </script><script>
diff --git a/instructor/reference.html b/instructor/reference.html
index 91410a97..fedcf3dc 100644
--- a/instructor/reference.html
+++ b/instructor/reference.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>Glossary of Terms: Epiverse-TRACE</h1>
-        <p>Last updated on 2024-09-13 |
+        <p>Last updated on 2024-09-24 |
 
         <a href="https://github.com/epiverse-trace/tutorials-early/edit/main/learners/reference.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -625,8 +625,8 @@ <h1>Glossary of Terms: Epiverse-TRACE</h1>
   "url": "https://epiverse-trace.github.io/tutorials-early/instructor/reference.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-early/instructor/reference.html",
   "dateCreated": "2024-09-17",
-  "dateModified": "2024-09-13",
-  "datePublished": "2024-09-17"
+  "dateModified": "2024-09-24",
+  "datePublished": "2024-09-24"
 }
 
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diff --git a/key-points.html b/key-points.html
index af8bcf3d..50ae93b5 100644
--- a/key-points.html
+++ b/key-points.html
@@ -405,8 +405,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://epiverse-trace.github.io/tutorials-early/key-points.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-early/key-points.html",
   "dateCreated": "2024-09-17",
-  "dateModified": "2024-09-17",
-  "datePublished": "2024-09-17"
+  "dateModified": "2024-09-24",
+  "datePublished": "2024-09-24"
 }
 
   </script><script>
diff --git a/md5sum.txt b/md5sum.txt
index 0c84c6f7..8c532d59 100644
--- a/md5sum.txt
+++ b/md5sum.txt
@@ -1,14 +1,14 @@
 "file" "checksum" "built" "date"
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-"instructors/instructor-notes.md" "ca3834a1b0f9e70c4702aa7a367a6bb5" "site/built/instructor-notes.md" "2024-09-13"
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diff --git a/pkgdown.yml b/pkgdown.yml
index 0d46de36..fbf4b3dc 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -1,5 +1,5 @@
 pandoc: 3.1.11
-pkgdown: 2.1.0
+pkgdown: 2.1.1
 pkgdown_sha: ~
 articles: {}
-last_built: 2024-09-17T10:32Z
+last_built: 2024-09-24T00:55Z
diff --git a/profiles.html b/profiles.html
index 69158b93..cd26759c 100644
--- a/profiles.html
+++ b/profiles.html
@@ -338,8 +338,8 @@ <h1>Learner Profiles</h1>
   "url": "https://epiverse-trace.github.io/tutorials-early/profiles.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-early/profiles.html",
   "dateCreated": "2024-09-17",
-  "dateModified": "2024-09-17",
-  "datePublished": "2024-09-17"
+  "dateModified": "2024-09-24",
+  "datePublished": "2024-09-24"
 }
 
   </script><script>
diff --git a/read-cases.html b/read-cases.html
index fd946d51..1d643849 100644
--- a/read-cases.html
+++ b/read-cases.html
@@ -308,7 +308,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Read case data</h1>
-        <p>Last updated on 2024-09-17 |
+        <p>Last updated on 2024-09-24 |
 
         <a href="https://github.com/epiverse-trace/tutorials-early/edit/main/episodes/read-cases.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -663,8 +663,8 @@ <h3 class="callout-title">Key Points</h3>
   "url": "https://epiverse-trace.github.io/tutorials-early/read-cases.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-early/read-cases.html",
   "dateCreated": "2024-09-17",
-  "dateModified": "2024-09-17",
-  "datePublished": "2024-09-17"
+  "dateModified": "2024-09-24",
+  "datePublished": "2024-09-24"
 }
 
   </script><script>
diff --git a/reference.html b/reference.html
index a842e61d..7cc70a93 100644
--- a/reference.html
+++ b/reference.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>Glossary of Terms: Epiverse-TRACE</h1>
-        <p>Last updated on 2024-09-13 |
+        <p>Last updated on 2024-09-24 |
 
         <a href="https://github.com/epiverse-trace/tutorials-early/edit/main/learners/reference.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -623,8 +623,8 @@ <h1>Glossary of Terms: Epiverse-TRACE</h1>
   "url": "https://epiverse-trace.github.io/tutorials-early/reference.html",
   "identifier": "https://epiverse-trace.github.io/tutorials-early/reference.html",
   "dateCreated": "2024-09-17",
-  "dateModified": "2024-09-13",
-  "datePublished": "2024-09-17"
+  "dateModified": "2024-09-24",
+  "datePublished": "2024-09-24"
 }
 
   </script><script>