From 535202090763b4829000bdb658efc46206c95791 Mon Sep 17 00:00:00 2001
From: GitHub Actions <actions@github.com>
Date: Tue, 5 Nov 2024 01:00:13 +0000
Subject: [PATCH] site deploy

Auto-generated via `{sandpaper}`
Source  : 276c7bd43d1dd25a4545758304df63059925c078
Branch  : md-outputs
Author  : GitHub Actions <actions@github.com>
Time    : 2024-10-22 06:24:16 +0000
Message : markdown source builds

Auto-generated via `{sandpaper}`
Source  : 2a05b93627eb8900c0d5534e56e91c838e72f85d
Branch  : main
Author  : Charlotte Soneson <charlottesoneson@gmail.com>
Time    : 2024-10-22 06:22:14 +0000
Message : Merge pull request #114 from carpentries-incubator/update/workflows

Update Workflows to Version 0.16.9
---
 01-intro-to-rnaseq.html                    |  2 +-
 02-setup.html                              |  2 +-
 03-import-annotate.html                    | 10 +++----
 04-exploratory-qc.html                     |  8 ++---
 05-differential-expression.html            |  8 ++---
 06-extra-design.html                       |  6 ++--
 07-gene-set-analysis.html                  |  2 +-
 08-next-steps.html                         |  2 +-
 404.html                                   |  4 +--
 CODE_OF_CONDUCT.html                       |  2 +-
 LICENSE.html                               |  2 +-
 aio.html                                   | 28 +++++++++---------
 discuss.html                               |  2 +-
 images.html                                |  4 +--
 index.html                                 |  4 +--
 instructor-notes.html                      |  4 +--
 instructor/01-intro-to-rnaseq.html         |  2 +-
 instructor/02-setup.html                   |  2 +-
 instructor/03-import-annotate.html         | 10 +++----
 instructor/04-exploratory-qc.html          |  8 ++---
 instructor/05-differential-expression.html | 14 ++++-----
 instructor/06-extra-design.html            |  6 ++--
 instructor/07-gene-set-analysis.html       |  2 +-
 instructor/08-next-steps.html              |  2 +-
 instructor/404.html                        |  4 +--
 instructor/CODE_OF_CONDUCT.html            |  2 +-
 instructor/LICENSE.html                    |  2 +-
 instructor/aio.html                        | 34 +++++++++++-----------
 instructor/discuss.html                    |  2 +-
 instructor/images.html                     |  4 +--
 instructor/index.html                      |  4 +--
 instructor/instructor-notes.html           |  4 +--
 instructor/key-points.html                 |  4 +--
 instructor/profiles.html                   |  4 +--
 instructor/reference.html                  |  2 +-
 key-points.html                            |  4 +--
 pkgdown.yml                                |  2 +-
 profiles.html                              |  4 +--
 reference.html                             |  2 +-
 39 files changed, 107 insertions(+), 107 deletions(-)

diff --git a/01-intro-to-rnaseq.html b/01-intro-to-rnaseq.html
index 3ed64d0b..3687d5a6 100644
--- a/01-intro-to-rnaseq.html
+++ b/01-intro-to-rnaseq.html
@@ -647,7 +647,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries-incubator.github.io/bioc-rnaseq/01-intro-to-rnaseq.html",
   "dateCreated": "2020-09-15",
   "dateModified": "2024-10-22",
-  "datePublished": "2024-10-29"
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/02-setup.html b/02-setup.html
index a0979d98..bd6889bf 100644
--- a/02-setup.html
+++ b/02-setup.html
@@ -638,7 +638,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries-incubator.github.io/bioc-rnaseq/02-setup.html",
   "dateCreated": "2020-09-15",
   "dateModified": "2024-10-22",
-  "datePublished": "2024-10-29"
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/03-import-annotate.html b/03-import-annotate.html
index d196dfa4..11bcded0 100644
--- a/03-import-annotate.html
+++ b/03-import-annotate.html
@@ -514,7 +514,7 @@ <h3 class="callout-title">Challenge: Discuss the following points with your neig
 <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">
 <ol style="list-style-type: decimal"><li>In <code>counts</code>, the rows are genes just like the rows in
 <code>rowranges</code>. The columns in <code>counts</code> are the
@@ -632,7 +632,7 @@ <h3 class="callout-title">Challenge</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb19">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1008,7 +1008,7 @@ <h3 class="callout-title">Challenge</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb46">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1132,7 +1132,7 @@ <h3 class="callout-title">Challenge: How to subset to mRNA genes</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb55">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1406,7 +1406,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries-incubator.github.io/bioc-rnaseq/03-import-annotate.html",
   "dateCreated": "2020-09-15",
   "dateModified": "2024-10-22",
-  "datePublished": "2024-10-29"
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/04-exploratory-qc.html b/04-exploratory-qc.html
index 0c3cd687..d0df696a 100644
--- a/04-exploratory-qc.html
+++ b/04-exploratory-qc.html
@@ -410,7 +410,7 @@ <h3 class="callout-title">Challenge: What kind of genes survived this filtering?
 <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">
 <ol style="list-style-type: decimal"><li>
 </li></ol><div class="codewrapper sourceCode" id="cb7">
@@ -680,7 +680,7 @@ <h3 class="code-label">OUTPUT<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">
 <ol style="list-style-type: decimal"><li><p>The major signal in this data (37% variance) is associated with
 sex. As we are not interested in sex-specific changes over time, we need
@@ -719,7 +719,7 @@ <h3 class="callout-title">Challenge: Plot the PCA colored by library sizes.</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb26">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -958,7 +958,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries-incubator.github.io/bioc-rnaseq/04-exploratory-qc.html",
   "dateCreated": "2020-09-15",
   "dateModified": "2024-10-22",
-  "datePublished": "2024-10-29"
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/05-differential-expression.html b/05-differential-expression.html
index 5dc12f93..372a266a 100644
--- a/05-differential-expression.html
+++ b/05-differential-expression.html
@@ -573,7 +573,7 @@ <h3 class="callout-title">Challenge</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>In the lesson example the last variable of the design formula is
 <code>time</code>. The <strong>reference level</strong> (first in
@@ -677,7 +677,7 @@ <h3 class="callout-title">Challenge</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <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>
@@ -815,7 +815,7 @@ <h3 class="callout-title">Challenge</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb30">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1005,7 +1005,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries-incubator.github.io/bioc-rnaseq/05-differential-expression.html",
   "dateCreated": "2020-09-15",
   "dateModified": "2024-10-22",
-  "datePublished": "2024-10-29"
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/06-extra-design.html b/06-extra-design.html
index 2a4fbe3d..742ed0b5 100644
--- a/06-extra-design.html
+++ b/06-extra-design.html
@@ -646,7 +646,7 @@ <h3 class="callout-title">Challenge</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" 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="cb19">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -732,7 +732,7 @@ <h3 class="callout-title">Challenge</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" 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="cb25">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1980,7 +1980,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries-incubator.github.io/bioc-rnaseq/06-extra-design.html",
   "dateCreated": "2020-09-15",
   "dateModified": "2024-10-22",
-  "datePublished": "2024-10-29"
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/07-gene-set-analysis.html b/07-gene-set-analysis.html
index 534ed020..93c47447 100644
--- a/07-gene-set-analysis.html
+++ b/07-gene-set-analysis.html
@@ -2648,7 +2648,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries-incubator.github.io/bioc-rnaseq/07-gene-set-analysis.html",
   "dateCreated": "2020-09-15",
   "dateModified": "2024-10-22",
-  "datePublished": "2024-10-29"
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/08-next-steps.html b/08-next-steps.html
index 592d3075..04fcd69c 100644
--- a/08-next-steps.html
+++ b/08-next-steps.html
@@ -425,7 +425,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries-incubator.github.io/bioc-rnaseq/08-next-steps.html",
   "dateCreated": "2020-09-15",
   "dateModified": "2024-10-22",
-  "datePublished": "2024-10-29"
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/404.html b/404.html
index 4e07e921..f1999c31 100644
--- a/404.html
+++ b/404.html
@@ -336,8 +336,8 @@ <h1>Page not found</h1>
   "url": "https://carpentries-incubator.github.io/bioc-rnaseq/404.html",
   "identifier": "https://carpentries-incubator.github.io/bioc-rnaseq/404.html",
   "dateCreated": "2020-09-15",
-  "dateModified": "2024-10-29",
-  "datePublished": "2024-10-29"
+  "dateModified": "2024-11-05",
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index dc84b353..cef6fdb8 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -341,7 +341,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://carpentries-incubator.github.io/bioc-rnaseq/CODE_OF_CONDUCT.html",
   "dateCreated": "2020-09-15",
   "dateModified": "2024-10-22",
-  "datePublished": "2024-10-29"
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index 749ac4ba..bb76154c 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -389,7 +389,7 @@ <h1>Licenses</h1>
   "identifier": "https://carpentries-incubator.github.io/bioc-rnaseq/LICENSE.html",
   "dateCreated": "2020-09-15",
   "dateModified": "2024-10-22",
-  "datePublished": "2024-10-29"
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index 8c47d884..5c021c3a 100644
--- a/aio.html
+++ b/aio.html
@@ -1241,7 +1241,7 @@ <h3 class="callout-title">Challenge: Discuss the following points with your neig
 <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">
 <ol style="list-style-type: decimal">
 <li>In <code>counts</code>, the rows are genes just like the rows in
@@ -1367,7 +1367,7 @@ <h3 class="callout-title">Challenge</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb19">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1745,7 +1745,7 @@ <h3 class="callout-title">Challenge</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb46">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1873,7 +1873,7 @@ <h3 class="callout-title">Challenge: How to subset to mRNA genes</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb55">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -2237,7 +2237,7 @@ <h3 class="callout-title">Challenge: What kind of genes survived this filtering?
 <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">
 <ol style="list-style-type: decimal"><li>
 </li></ol>
@@ -2524,7 +2524,7 @@ <h3 class="code-label">OUTPUT<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">
 <ol style="list-style-type: decimal">
 <li><p>The major signal in this data (37% variance) is associated with
@@ -2567,7 +2567,7 @@ <h3 class="callout-title">Challenge: Plot the PCA colored by library sizes.</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb26">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -3066,7 +3066,7 @@ <h3 class="callout-title">Challenge</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>In the lesson example the last variable of the design formula is
 <code>time</code>. The <strong>reference level</strong> (first in
@@ -3170,7 +3170,7 @@ <h3 class="callout-title">Challenge</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <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>
@@ -3310,7 +3310,7 @@ <h3 class="callout-title">Challenge</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb30">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -3816,7 +3816,7 @@ <h3 class="callout-title">Challenge</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" 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="cb19">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -3903,7 +3903,7 @@ <h3 class="callout-title">Challenge</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" 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="cb25">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -7694,8 +7694,8 @@ <h3 class="callout-title">Key Points</h3>
   "url": "https://carpentries-incubator.github.io/bioc-rnaseq/aio.html",
   "identifier": "https://carpentries-incubator.github.io/bioc-rnaseq/aio.html",
   "dateCreated": "2020-09-15",
-  "dateModified": "2024-10-29",
-  "datePublished": "2024-10-29"
+  "dateModified": "2024-11-05",
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/discuss.html b/discuss.html
index 6fd284e6..09515ba6 100644
--- a/discuss.html
+++ b/discuss.html
@@ -334,7 +334,7 @@ <h1>Discussion</h1>
   "identifier": "https://carpentries-incubator.github.io/bioc-rnaseq/discuss.html",
   "dateCreated": "2020-09-15",
   "dateModified": "2024-10-22",
-  "datePublished": "2024-10-29"
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/images.html b/images.html
index 7838e0db..a9f37ec9 100644
--- a/images.html
+++ b/images.html
@@ -517,8 +517,8 @@ <h3 id="07-gene-set-analysis-figure-12">Figure 12</h3>
   "url": "https://carpentries-incubator.github.io/bioc-rnaseq/images.html",
   "identifier": "https://carpentries-incubator.github.io/bioc-rnaseq/images.html",
   "dateCreated": "2020-09-15",
-  "dateModified": "2024-10-29",
-  "datePublished": "2024-10-29"
+  "dateModified": "2024-11-05",
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/index.html b/index.html
index 3e7aea8c..e652a339 100644
--- a/index.html
+++ b/index.html
@@ -378,8 +378,8 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
   "url": "https://carpentries-incubator.github.io/bioc-rnaseq/index.html",
   "identifier": "https://carpentries-incubator.github.io/bioc-rnaseq/index.html",
   "dateCreated": "2020-09-15",
-  "dateModified": "2024-10-29",
-  "datePublished": "2024-10-29"
+  "dateModified": "2024-11-05",
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/instructor-notes.html b/instructor-notes.html
index 66cb8808..cd57b9e4 100644
--- a/instructor-notes.html
+++ b/instructor-notes.html
@@ -379,8 +379,8 @@ <h1>Instructor Notes</h1>
   "url": "https://carpentries-incubator.github.io/bioc-rnaseq/instructor-notes.html",
   "identifier": "https://carpentries-incubator.github.io/bioc-rnaseq/instructor-notes.html",
   "dateCreated": "2020-09-15",
-  "dateModified": "2024-10-29",
-  "datePublished": "2024-10-29"
+  "dateModified": "2024-11-05",
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/instructor/01-intro-to-rnaseq.html b/instructor/01-intro-to-rnaseq.html
index 3d306b61..7f933549 100644
--- a/instructor/01-intro-to-rnaseq.html
+++ b/instructor/01-intro-to-rnaseq.html
@@ -649,7 +649,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries-incubator.github.io/bioc-rnaseq/instructor/01-intro-to-rnaseq.html",
   "dateCreated": "2020-09-15",
   "dateModified": "2024-10-22",
-  "datePublished": "2024-10-29"
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/instructor/02-setup.html b/instructor/02-setup.html
index 041ccd19..c00cb5d9 100644
--- a/instructor/02-setup.html
+++ b/instructor/02-setup.html
@@ -640,7 +640,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries-incubator.github.io/bioc-rnaseq/instructor/02-setup.html",
   "dateCreated": "2020-09-15",
   "dateModified": "2024-10-22",
-  "datePublished": "2024-10-29"
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/instructor/03-import-annotate.html b/instructor/03-import-annotate.html
index d028f53f..c7b6bc03 100644
--- a/instructor/03-import-annotate.html
+++ b/instructor/03-import-annotate.html
@@ -516,7 +516,7 @@ <h3 class="callout-title">Challenge: Discuss the following points with your neig
 <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">
 <ol style="list-style-type: decimal"><li>In <code>counts</code>, the rows are genes just like the rows in
 <code>rowranges</code>. The columns in <code>counts</code> are the
@@ -634,7 +634,7 @@ <h3 class="callout-title">Challenge</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb19">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1010,7 +1010,7 @@ <h3 class="callout-title">Challenge</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb46">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1134,7 +1134,7 @@ <h3 class="callout-title">Challenge: How to subset to mRNA genes</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb55">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1408,7 +1408,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries-incubator.github.io/bioc-rnaseq/instructor/03-import-annotate.html",
   "dateCreated": "2020-09-15",
   "dateModified": "2024-10-22",
-  "datePublished": "2024-10-29"
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/instructor/04-exploratory-qc.html b/instructor/04-exploratory-qc.html
index 92ab0bbd..c839b2a0 100644
--- a/instructor/04-exploratory-qc.html
+++ b/instructor/04-exploratory-qc.html
@@ -412,7 +412,7 @@ <h3 class="callout-title">Challenge: What kind of genes survived this filtering?
 <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">
 <ol style="list-style-type: decimal"><li>
 </li></ol><div class="codewrapper sourceCode" id="cb7">
@@ -682,7 +682,7 @@ <h3 class="code-label">OUTPUT<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">
 <ol style="list-style-type: decimal"><li><p>The major signal in this data (37% variance) is associated with
 sex. As we are not interested in sex-specific changes over time, we need
@@ -721,7 +721,7 @@ <h3 class="callout-title">Challenge: Plot the PCA colored by library sizes.</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb26">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -960,7 +960,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries-incubator.github.io/bioc-rnaseq/instructor/04-exploratory-qc.html",
   "dateCreated": "2020-09-15",
   "dateModified": "2024-10-22",
-  "datePublished": "2024-10-29"
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/instructor/05-differential-expression.html b/instructor/05-differential-expression.html
index c9829e70..e1f7e699 100644
--- a/instructor/05-differential-expression.html
+++ b/instructor/05-differential-expression.html
@@ -418,7 +418,7 @@ <h3 class="code-label">WARNING<i aria-hidden="true" data-feather="chevron-left">
 <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" 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 function to generate a <code>DESeqDataSet</code> needs to be
 adapted depending on the input type, e.g,</p>
@@ -463,7 +463,7 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor2" aria-expanded="false" aria-controls="collapseInstructor2">
   <h3 class="accordion-header" id="headingInstructor2">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> Instructor Note </h3>
 </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><em>DESeq2</em> uses the <strong>“Relative Log Expression”
 (RLE)</strong> method to calculate sample-wise <em>size factors</em>
@@ -617,7 +617,7 @@ <h3 class="callout-title">Challenge</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>In the lesson example the last variable of the design formula is
 <code>time</code>. The <strong>reference level</strong> (first in
@@ -706,7 +706,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor3" aria-expanded="false" aria-controls="collapseInstructor3">
   <h3 class="accordion-header" id="headingInstructor3">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> Instructor Note </h3>
 </button>
-<div id="collapseInstructor3" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor3" aria-labelledby="headingInstructor3">
+<div id="collapseInstructor3" class="accordion-collapse collapse" aria-labelledby="headingInstructor3" data-bs-parent="#accordionInstructor3">
 <div class="accordion-body">
 <p>Both of the below ways of specifying the contrast are essentially
 equivalent. The <code>name</code> parameter can be accessed using
@@ -741,7 +741,7 @@ <h3 class="callout-title">Challenge</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <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>
@@ -879,7 +879,7 @@ <h3 class="callout-title">Challenge</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb30">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1069,7 +1069,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries-incubator.github.io/bioc-rnaseq/instructor/05-differential-expression.html",
   "dateCreated": "2020-09-15",
   "dateModified": "2024-10-22",
-  "datePublished": "2024-10-29"
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/instructor/06-extra-design.html b/instructor/06-extra-design.html
index 02a859d3..a81e2e85 100644
--- a/instructor/06-extra-design.html
+++ b/instructor/06-extra-design.html
@@ -648,7 +648,7 @@ <h3 class="callout-title">Challenge</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" 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="cb19">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -734,7 +734,7 @@ <h3 class="callout-title">Challenge</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" 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="cb25">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1982,7 +1982,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries-incubator.github.io/bioc-rnaseq/instructor/06-extra-design.html",
   "dateCreated": "2020-09-15",
   "dateModified": "2024-10-22",
-  "datePublished": "2024-10-29"
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/instructor/07-gene-set-analysis.html b/instructor/07-gene-set-analysis.html
index 376e8e85..2d070880 100644
--- a/instructor/07-gene-set-analysis.html
+++ b/instructor/07-gene-set-analysis.html
@@ -2650,7 +2650,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries-incubator.github.io/bioc-rnaseq/instructor/07-gene-set-analysis.html",
   "dateCreated": "2020-09-15",
   "dateModified": "2024-10-22",
-  "datePublished": "2024-10-29"
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/instructor/08-next-steps.html b/instructor/08-next-steps.html
index 3d379e8f..6094b6a6 100644
--- a/instructor/08-next-steps.html
+++ b/instructor/08-next-steps.html
@@ -427,7 +427,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries-incubator.github.io/bioc-rnaseq/instructor/08-next-steps.html",
   "dateCreated": "2020-09-15",
   "dateModified": "2024-10-22",
-  "datePublished": "2024-10-29"
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/instructor/404.html b/instructor/404.html
index 26e0b0dd..d90447b7 100644
--- a/instructor/404.html
+++ b/instructor/404.html
@@ -336,8 +336,8 @@ <h1>Page not found</h1>
   "url": "https://carpentries-incubator.github.io/bioc-rnaseq/instructor/404.html",
   "identifier": "https://carpentries-incubator.github.io/bioc-rnaseq/instructor/404.html",
   "dateCreated": "2020-09-15",
-  "dateModified": "2024-10-29",
-  "datePublished": "2024-10-29"
+  "dateModified": "2024-11-05",
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index 36b967ce..f3eb7c28 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
@@ -343,7 +343,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://carpentries-incubator.github.io/bioc-rnaseq/instructor/CODE_OF_CONDUCT.html",
   "dateCreated": "2020-09-15",
   "dateModified": "2024-10-22",
-  "datePublished": "2024-10-29"
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index bb9e77f7..20e68513 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -391,7 +391,7 @@ <h1>Licenses</h1>
   "identifier": "https://carpentries-incubator.github.io/bioc-rnaseq/instructor/LICENSE.html",
   "dateCreated": "2020-09-15",
   "dateModified": "2024-10-22",
-  "datePublished": "2024-10-29"
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/instructor/aio.html b/instructor/aio.html
index 7c2426b1..fedb2223 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -1246,7 +1246,7 @@ <h3 class="callout-title">Challenge: Discuss the following points with your neig
 <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">
 <ol style="list-style-type: decimal">
 <li>In <code>counts</code>, the rows are genes just like the rows in
@@ -1372,7 +1372,7 @@ <h3 class="callout-title">Challenge</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb19">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1750,7 +1750,7 @@ <h3 class="callout-title">Challenge</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb46">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1878,7 +1878,7 @@ <h3 class="callout-title">Challenge: How to subset to mRNA genes</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb55">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -2243,7 +2243,7 @@ <h3 class="callout-title">Challenge: What kind of genes survived this filtering?
 <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">
 <ol style="list-style-type: decimal"><li>
 </li></ol>
@@ -2530,7 +2530,7 @@ <h3 class="code-label">OUTPUT<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">
 <ol style="list-style-type: decimal">
 <li><p>The major signal in this data (37% variance) is associated with
@@ -2573,7 +2573,7 @@ <h3 class="callout-title">Challenge: Plot the PCA colored by library sizes.</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb26">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -2905,7 +2905,7 @@ <h3 class="code-label">WARNING<i aria-hidden="true" data-feather="chevron-left">
 <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" 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 function to generate a <code>DESeqDataSet</code> needs to be
 adapted depending on the input type, e.g,</p>
@@ -2954,7 +2954,7 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor2" aria-expanded="false" aria-controls="collapseInstructor2">
   <h3 class="accordion-header" id="headingInstructor2">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> Instructor Note </h3>
 </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><em>DESeq2</em> uses the <strong>“Relative Log Expression”
 (RLE)</strong> method to calculate sample-wise <em>size factors</em>
@@ -3115,7 +3115,7 @@ <h3 class="callout-title">Challenge</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>In the lesson example the last variable of the design formula is
 <code>time</code>. The <strong>reference level</strong> (first in
@@ -3204,7 +3204,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor3" aria-expanded="false" aria-controls="collapseInstructor3">
   <h3 class="accordion-header" id="headingInstructor3">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> Instructor Note </h3>
 </button>
-<div id="collapseInstructor3" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor3" aria-labelledby="headingInstructor3">
+<div id="collapseInstructor3" class="accordion-collapse collapse" aria-labelledby="headingInstructor3" data-bs-parent="#accordionInstructor3">
 <div class="accordion-body">
 <p>Both of the below ways of specifying the contrast are essentially
 equivalent. The <code>name</code> parameter can be accessed using
@@ -3239,7 +3239,7 @@ <h3 class="callout-title">Challenge</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <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>
@@ -3379,7 +3379,7 @@ <h3 class="callout-title">Challenge</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb30">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -3886,7 +3886,7 @@ <h3 class="callout-title">Challenge</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" 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="cb19">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -3973,7 +3973,7 @@ <h3 class="callout-title">Challenge</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" 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="cb25">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -7766,8 +7766,8 @@ <h3 class="callout-title">Key Points</h3>
   "url": "https://carpentries-incubator.github.io/bioc-rnaseq/instructor/aio.html",
   "identifier": "https://carpentries-incubator.github.io/bioc-rnaseq/instructor/aio.html",
   "dateCreated": "2020-09-15",
-  "dateModified": "2024-10-29",
-  "datePublished": "2024-10-29"
+  "dateModified": "2024-11-05",
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/instructor/discuss.html b/instructor/discuss.html
index e797e920..f1c6048a 100644
--- a/instructor/discuss.html
+++ b/instructor/discuss.html
@@ -336,7 +336,7 @@ <h1>Discussion</h1>
   "identifier": "https://carpentries-incubator.github.io/bioc-rnaseq/instructor/discuss.html",
   "dateCreated": "2020-09-15",
   "dateModified": "2024-10-22",
-  "datePublished": "2024-10-29"
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/instructor/images.html b/instructor/images.html
index 598c7778..0a5cee09 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -519,8 +519,8 @@ <h3 id="07-gene-set-analysis-figure-12">Figure 12</h3>
   "url": "https://carpentries-incubator.github.io/bioc-rnaseq/instructor/images.html",
   "identifier": "https://carpentries-incubator.github.io/bioc-rnaseq/instructor/images.html",
   "dateCreated": "2020-09-15",
-  "dateModified": "2024-10-29",
-  "datePublished": "2024-10-29"
+  "dateModified": "2024-11-05",
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/instructor/index.html b/instructor/index.html
index 9371878a..f1c7a996 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -484,8 +484,8 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
   "url": "https://carpentries-incubator.github.io/bioc-rnaseq/instructor/index.html",
   "identifier": "https://carpentries-incubator.github.io/bioc-rnaseq/instructor/index.html",
   "dateCreated": "2020-09-15",
-  "dateModified": "2024-10-29",
-  "datePublished": "2024-10-29"
+  "dateModified": "2024-11-05",
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index 5e375cc3..4b40efad 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -434,8 +434,8 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
   "url": "https://carpentries-incubator.github.io/bioc-rnaseq/instructor/instructor-notes.html",
   "identifier": "https://carpentries-incubator.github.io/bioc-rnaseq/instructor/instructor-notes.html",
   "dateCreated": "2020-09-15",
-  "dateModified": "2024-10-29",
-  "datePublished": "2024-10-29"
+  "dateModified": "2024-11-05",
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/instructor/key-points.html b/instructor/key-points.html
index 722d73f5..9bf558fc 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
@@ -458,8 +458,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://carpentries-incubator.github.io/bioc-rnaseq/instructor/key-points.html",
   "identifier": "https://carpentries-incubator.github.io/bioc-rnaseq/instructor/key-points.html",
   "dateCreated": "2020-09-15",
-  "dateModified": "2024-10-29",
-  "datePublished": "2024-10-29"
+  "dateModified": "2024-11-05",
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/instructor/profiles.html b/instructor/profiles.html
index 251b1e49..2303c590 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -376,8 +376,8 @@ <h1>Learner Profiles</h1>
   "url": "https://carpentries-incubator.github.io/bioc-rnaseq/instructor/profiles.html",
   "identifier": "https://carpentries-incubator.github.io/bioc-rnaseq/instructor/profiles.html",
   "dateCreated": "2020-09-15",
-  "dateModified": "2024-10-29",
-  "datePublished": "2024-10-29"
+  "dateModified": "2024-11-05",
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/instructor/reference.html b/instructor/reference.html
index 4b564fd7..8811018a 100644
--- a/instructor/reference.html
+++ b/instructor/reference.html
@@ -335,7 +335,7 @@ <h1></h1>
   "identifier": "https://carpentries-incubator.github.io/bioc-rnaseq/instructor/reference.html",
   "dateCreated": "2020-09-15",
   "dateModified": "2024-10-22",
-  "datePublished": "2024-10-29"
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/key-points.html b/key-points.html
index 1ae5b6e4..66831874 100644
--- a/key-points.html
+++ b/key-points.html
@@ -456,8 +456,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://carpentries-incubator.github.io/bioc-rnaseq/key-points.html",
   "identifier": "https://carpentries-incubator.github.io/bioc-rnaseq/key-points.html",
   "dateCreated": "2020-09-15",
-  "dateModified": "2024-10-29",
-  "datePublished": "2024-10-29"
+  "dateModified": "2024-11-05",
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/pkgdown.yml b/pkgdown.yml
index bb51f3d3..adb355b5 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,4 +2,4 @@ pandoc: 3.1.11
 pkgdown: 2.1.1
 pkgdown_sha: ~
 articles: {}
-last_built: 2024-10-29T00:48Z
+last_built: 2024-11-05T00:59Z
diff --git a/profiles.html b/profiles.html
index dcc814a6..ba8f1acc 100644
--- a/profiles.html
+++ b/profiles.html
@@ -376,8 +376,8 @@ <h1>Learner Profiles</h1>
   "url": "https://carpentries-incubator.github.io/bioc-rnaseq/profiles.html",
   "identifier": "https://carpentries-incubator.github.io/bioc-rnaseq/profiles.html",
   "dateCreated": "2020-09-15",
-  "dateModified": "2024-10-29",
-  "datePublished": "2024-10-29"
+  "dateModified": "2024-11-05",
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/reference.html b/reference.html
index 43a7e057..8cb683f0 100644
--- a/reference.html
+++ b/reference.html
@@ -333,7 +333,7 @@ <h1></h1>
   "identifier": "https://carpentries-incubator.github.io/bioc-rnaseq/reference.html",
   "dateCreated": "2020-09-15",
   "dateModified": "2024-10-22",
-  "datePublished": "2024-10-29"
+  "datePublished": "2024-11-05"
 }
 
   </script><script>