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diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index 46b9baa..c36fa52 100644
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         <h1>Contributor Code of Conduct</h1>
-        <p>Last updated on 2024-02-06 |
+        <p>Last updated on 2024-02-13 |
         
         <a href="https://github.com/carpentries-incubator/rna-seq-data-for-ml.git/edit/main/CODE_OF_CONDUCT.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -339,8 +339,8 @@ <h1>Contributor Code of Conduct</h1>
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diff --git a/LICENSE.html b/LICENSE.html
index cb2af96..67550c0 100644
--- a/LICENSE.html
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         <h1>Licenses</h1>
-        <p>Last updated on 2024-02-06 |
+        <p>Last updated on 2024-02-13 |
         
         <a href="https://github.com/carpentries-incubator/rna-seq-data-for-ml.git/edit/main/LICENSE.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
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index d4fb95f..a29fff4 100644
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 <section id="aio-episode1"><p>Content from <a href="episode1.html">Introduction: Machine Learning Ready RNA-Seq Data</a></p>
 <hr>
-<p>Last updated on 2024-02-06 |
+<p>Last updated on 2024-02-13 |
         
         <a href="https://github.com/carpentries-incubator/rna-seq-data-for-ml.git/edit/main/episodes/episode1.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
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 <p>The starting point for a machine learning model is processed RNA-Seq
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 <hr>
-<p>Last updated on 2024-02-06 |
+<p>Last updated on 2024-02-13 |
         
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 <hr>
-<p>Last updated on 2024-02-06 |
+<p>Last updated on 2024-02-13 |
         
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 <div class="text-end">
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 <hr>
-<p>Last updated on 2024-02-06 |
+<p>Last updated on 2024-02-13 |
         
         <a href="https://github.com/carpentries-incubator/rna-seq-data-for-ml.git/edit/main/episodes/episode4.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
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 <hr>
-<p>Last updated on 2024-02-06 |
+<p>Last updated on 2024-02-13 |
         
         <a href="https://github.com/carpentries-incubator/rna-seq-data-for-ml.git/edit/main/episodes/episode5.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -2662,7 +2662,7 @@ <h3 class="callout-title">Challenge 1:<a class="anchor" aria-label="anchor" href
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 <div class="accordion-body">
 <p>There is no right answer. However, looking at the histogram, you can
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 <p>The threshold value is given by the following code, which should
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 <hr>
-<p>Last updated on 2024-02-06 |
+<p>Last updated on 2024-02-13 |
         
         <a href="https://github.com/carpentries-incubator/rna-seq-data-for-ml.git/edit/main/episodes/episode6.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
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         <h1>Introduction: Machine Learning Ready RNA-Seq Data</h1>
-        <p>Last updated on 2024-02-06 |
+        <p>Last updated on 2024-02-13 |
         
         <a href="https://github.com/carpentries-incubator/rna-seq-data-for-ml.git/edit/main/episodes/episode1.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -405,7 +405,7 @@ <h3 class="callout-title">Challenge 1:<a class="anchor" aria-label="anchor" href
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 <p>The starting point for a machine learning model is processed RNA-Seq
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diff --git a/episode2.html b/episode2.html
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         <h1>Data Collection: ArrayExpress</h1>
-        <p>Last updated on 2024-02-06 |
+        <p>Last updated on 2024-02-13 |
         
         <a href="https://github.com/carpentries-incubator/rna-seq-data-for-ml.git/edit/main/episodes/episode2.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
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diff --git a/episode3.html b/episode3.html
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       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Data Collection: GEO</h1>
-        <p>Last updated on 2024-02-06 |
+        <p>Last updated on 2024-02-13 |
         
         <a href="https://github.com/carpentries-incubator/rna-seq-data-for-ml.git/edit/main/episodes/episode3.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -838,8 +838,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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diff --git a/episode4.html b/episode4.html
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         <h1>Data Readiness: Data Format and Integrity</h1>
-        <p>Last updated on 2024-02-06 |
+        <p>Last updated on 2024-02-13 |
         
         <a href="https://github.com/carpentries-incubator/rna-seq-data-for-ml.git/edit/main/episodes/episode4.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -502,7 +502,7 @@ <h3 class="callout-title">Challenge 1:<a class="anchor" aria-label="anchor" href
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 <p>All of the checklist items apply in this case. Let’s go through
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 <ul><li>There is clearly an issue with the coding of the
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 <div class="accordion-body">
 <ul><li>Remove the first row, which is in this case totals of counts for
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 <div class="accordion-body">
 <p>We renamed the samples in the sample information to remove spaces, so
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         <h1>Data Readiness: Technical Noise</h1>
-        <p>Last updated on 2024-02-06 |
+        <p>Last updated on 2024-02-13 |
         
         <a href="https://github.com/carpentries-incubator/rna-seq-data-for-ml.git/edit/main/episodes/episode5.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
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 <p>The threshold value is given by the following code, which should
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         <h1>Data Readiness: Distribution and Scale</h1>
-        <p>Last updated on 2024-02-06 |
+        <p>Last updated on 2024-02-13 |
         
         <a href="https://github.com/carpentries-incubator/rna-seq-data-for-ml.git/edit/main/episodes/episode6.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -753,8 +753,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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-        <p>Last updated on 2024-02-06 |
+        <p>Last updated on 2024-02-13 |
         
         <a href="https://github.com/carpentries-incubator/rna-seq-data-for-ml.git/edit/main/CODE_OF_CONDUCT.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
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+        <p>Last updated on 2024-02-13 |
         
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 <hr>
-<p>Last updated on 2024-02-06 |
+<p>Last updated on 2024-02-13 |
         
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 <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 11 minutes</p>
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 <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 15 minutes</p>
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 <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 20 minutes</p>
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+<p>Last updated on 2024-02-13 |
         
         <a href="https://github.com/carpentries-incubator/rna-seq-data-for-ml.git/edit/main/episodes/episode4.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> 50 minutes</p>
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 <p>All of the checklist items apply in this case. Let’s go through
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 <p>We renamed the samples in the sample information to remove spaces, so
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@@ -2553,7 +2553,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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 <hr>
-<p>Last updated on 2024-02-06 |
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         <a href="https://github.com/carpentries-incubator/rna-seq-data-for-ml.git/edit/main/episodes/episode5.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 12 minutes</p>
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 <div class="accordion-body">
 <p>There is no right answer. However, looking at the histogram, you can
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 <div class="accordion-body">
 <p>The threshold value is given by the following code, which should
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@@ -3112,7 +3112,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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 </section></section><section id="aio-episode6"><p>Content from <a href="episode6.html">Data Readiness: Distribution and Scale</a></p>
 <hr>
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+<p>Last updated on 2024-02-13 |
         
         <a href="https://github.com/carpentries-incubator/rna-seq-data-for-ml.git/edit/main/episodes/episode6.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 12 minutes</p>
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         <h1>Introduction: Machine Learning Ready RNA-Seq Data</h1>
-        <p>Last updated on 2024-02-06 |
+        <p>Last updated on 2024-02-13 |
         
         <a href="https://github.com/carpentries-incubator/rna-seq-data-for-ml.git/edit/main/episodes/episode1.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -407,7 +407,7 @@ <h3 class="callout-title">Challenge 1:<a class="anchor" aria-label="anchor" href
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 </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">
 <p>The starting point for a machine learning model is processed RNA-Seq
 data, in the form of count data. This could be raw count data, or TPM or
@@ -550,8 +550,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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   "identifier": "https://carpentries-incubator.github.io/rna-seq-data-for-ml.git/instructor/episode1.html",
   "dateCreated": "2023-05-23",
-  "dateModified": "2024-02-06",
-  "datePublished": "2024-02-06"
+  "dateModified": "2024-02-13",
+  "datePublished": "2024-02-13"
 }
 
   </script><script>
diff --git a/instructor/episode2.html b/instructor/episode2.html
index fd61616..d8f9343 100644
--- a/instructor/episode2.html
+++ b/instructor/episode2.html
@@ -270,7 +270,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Data Collection: ArrayExpress</h1>
-        <p>Last updated on 2024-02-06 |
+        <p>Last updated on 2024-02-13 |
         
         <a href="https://github.com/carpentries-incubator/rna-seq-data-for-ml.git/edit/main/episodes/episode2.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -486,7 +486,7 @@ <h3 class="callout-title">Challenge 1:<a class="anchor" aria-label="anchor" href
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-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb4">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -670,8 +670,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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   "dateCreated": "2023-05-23",
-  "dateModified": "2024-02-06",
-  "datePublished": "2024-02-06"
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 }
 
   </script><script>
diff --git a/instructor/episode3.html b/instructor/episode3.html
index 930baec..8105a7a 100644
--- a/instructor/episode3.html
+++ b/instructor/episode3.html
@@ -271,7 +271,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Data Collection: GEO</h1>
-        <p>Last updated on 2024-02-06 |
+        <p>Last updated on 2024-02-13 |
         
         <a href="https://github.com/carpentries-incubator/rna-seq-data-for-ml.git/edit/main/episodes/episode3.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -840,8 +840,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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   "identifier": "https://carpentries-incubator.github.io/rna-seq-data-for-ml.git/instructor/episode3.html",
   "dateCreated": "2023-05-23",
-  "dateModified": "2024-02-06",
-  "datePublished": "2024-02-06"
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 }
 
   </script><script>
diff --git a/instructor/episode4.html b/instructor/episode4.html
index 3c668ff..f6bb671 100644
--- a/instructor/episode4.html
+++ b/instructor/episode4.html
@@ -270,7 +270,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Data Readiness: Data Format and Integrity</h1>
-        <p>Last updated on 2024-02-06 |
+        <p>Last updated on 2024-02-13 |
         
         <a href="https://github.com/carpentries-incubator/rna-seq-data-for-ml.git/edit/main/episodes/episode4.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -504,7 +504,7 @@ <h3 class="callout-title">Challenge 1:<a class="anchor" aria-label="anchor" href
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
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-<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">
 <p>All of the checklist items apply in this case. Let’s go through
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@@ -619,7 +619,7 @@ <h3 class="callout-title">Challenge 2:<a class="anchor" aria-label="anchor" href
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 <div class="accordion-body">
 <ul><li>There is clearly an issue with the coding of the
 <code>condition</code> Crohn’s disease. We’ll fix that first, and then
@@ -811,7 +811,7 @@ <h3 class="callout-title">Challenge 3:<a class="anchor" aria-label="anchor" href
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 <div class="accordion-body">
 <ul><li>Remove the first row, which is in this case totals of counts for
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@@ -906,7 +906,7 @@ <h3 class="callout-title">Challenge 4:<a class="anchor" aria-label="anchor" href
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 </button>
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 <div class="accordion-body">
 <p>We renamed the samples in the sample information to remove spaces, so
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@@ -1060,7 +1060,7 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
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 <div class="accordion-body">
 <p>Here are a number of issues that need addressing in the TB
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@@ -1142,7 +1142,7 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
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+<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb44">
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@@ -1270,8 +1270,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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-  "datePublished": "2024-02-06"
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diff --git a/instructor/episode5.html b/instructor/episode5.html
index 8766014..df011b3 100644
--- a/instructor/episode5.html
+++ b/instructor/episode5.html
@@ -270,7 +270,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Data Readiness: Technical Noise</h1>
-        <p>Last updated on 2024-02-06 |
+        <p>Last updated on 2024-02-13 |
         
         <a href="https://github.com/carpentries-incubator/rna-seq-data-for-ml.git/edit/main/episodes/episode5.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -429,7 +429,7 @@ <h3 class="callout-title">Challenge 1:<a class="anchor" aria-label="anchor" href
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 </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">
 <p>There is no right answer. However, looking at the histogram, you can
 see an approximately symmetrical distribution centred around a value
@@ -567,7 +567,7 @@ <h3 class="callout-title">Challenge 2:<a class="anchor" aria-label="anchor" href
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 </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">
 <p>The threshold value is given by the following code, which should
 return a value close to 10 for this dataset.</p>
@@ -878,8 +878,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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diff --git a/instructor/episode6.html b/instructor/episode6.html
index 9d6a79d..d81854c 100644
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@@ -270,7 +270,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Data Readiness: Distribution and Scale</h1>
-        <p>Last updated on 2024-02-06 |
+        <p>Last updated on 2024-02-13 |
         
         <a href="https://github.com/carpentries-incubator/rna-seq-data-for-ml.git/edit/main/episodes/episode6.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -755,8 +755,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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-  "dateModified": "2024-02-06",
-  "datePublished": "2024-02-06"
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index 34ad908..4e22477 100644
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-  "dateModified": "2024-02-06",
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index 90bd2ce..ab42259 100644
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-  "dateModified": "2024-02-06",
-  "datePublished": "2024-02-06"
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diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index 40680e9..5bf3c53 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
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   "dateCreated": "2023-05-23",
-  "dateModified": "2024-02-06",
-  "datePublished": "2024-02-06"
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index b49a201..527ff5c 100644
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+++ b/instructor/key-points.html
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   "dateCreated": "2023-05-23",
-  "dateModified": "2024-02-06",
-  "datePublished": "2024-02-06"
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diff --git a/instructor/profiles.html b/instructor/profiles.html
index 1c4c428..f5c3c2f 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -293,8 +293,8 @@ <h1>Learner Profiles</h1>
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-  "dateModified": "2024-02-06",
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diff --git a/instructor/reference.html b/instructor/reference.html
index 2514c37..419aec1 100644
--- a/instructor/reference.html
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@@ -256,7 +256,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Reference</h1>
-        <p>Last updated on 2024-02-06 |
+        <p>Last updated on 2024-02-13 |
         
         <a href="https://github.com/carpentries-incubator/rna-seq-data-for-ml.git/edit/main/learners/reference.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -334,8 +334,8 @@ <h1>Reference</h1>
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   "dateCreated": "2023-05-23",
-  "dateModified": "2024-02-06",
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diff --git a/key-points.html b/key-points.html
index 45a702d..c04feda 100644
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-"renv/profiles/lesson-requirements/renv.lock" "a6a13c0da3676770c2a7a57b91a1f49f" "site/built/renv.lock" "2024-02-06"
+"CODE_OF_CONDUCT.md" "c93c83c630db2fe2462240bf72552548" "site/built/CODE_OF_CONDUCT.md" "2024-02-13"
+"LICENSE.md" "b24ebbb41b14ca25cf6b8216dda83e5f" "site/built/LICENSE.md" "2024-02-13"
+"config.yaml" "0dab73289fecfb94fc3103a200936186" "site/built/config.yaml" "2024-02-13"
+"index.md" "a02c9c785ed98ddd84fe3d34ddb12fcd" "site/built/index.md" "2024-02-13"
+"links.md" "8184cf4149eafbf03ce8da8ff0778c14" "site/built/links.md" "2024-02-13"
+"episodes/episode1.Rmd" "926badff629b1d85cfbf29a12e8c9291" "site/built/episode1.md" "2024-02-13"
+"episodes/episode2.Rmd" "ffacead9b9c7c4d5ca3af86ca7f59799" "site/built/episode2.md" "2024-02-13"
+"episodes/episode3.Rmd" "5852f58c31251027948529f82784e6f2" "site/built/episode3.md" "2024-02-13"
+"episodes/episode4.Rmd" "982b6c815f8a49a2d4a6fe2bea3051a3" "site/built/episode4.md" "2024-02-13"
+"episodes/episode5.Rmd" "cd73f8beb86205245cb08c773122cb3c" "site/built/episode5.md" "2024-02-13"
+"episodes/episode6.Rmd" "4128e539652f9c6dc6285566fdca5f78" "site/built/episode6.md" "2024-02-13"
+"instructors/instructor-notes.md" "cae72b6712578d74a49fea7513099f8c" "site/built/instructor-notes.md" "2024-02-13"
+"learners/reference.md" "1c7cc4e229304d9806a13f69ca1b8ba4" "site/built/reference.md" "2024-02-13"
+"learners/setup.md" "d0c4fbb2853d84c779714577c6673c4b" "site/built/setup.md" "2024-02-13"
+"profiles/learner-profiles.md" "60b93493cf1da06dfd63255d73854461" "site/built/learner-profiles.md" "2024-02-13"
+"renv/profiles/lesson-requirements/renv.lock" "70e247a3117f23b3ae10f2b688c1d6f5" "site/built/renv.lock" "2024-02-13"
diff --git a/pkgdown.yml b/pkgdown.yml
index ffc125f..e4bbcc4 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,5 +2,5 @@ pandoc: 2.19.2
 pkgdown: 2.0.7
 pkgdown_sha: ~
 articles: {}
-last_built: 2024-02-06T00:42Z
+last_built: 2024-02-13T00:43Z
 
diff --git a/profiles.html b/profiles.html
index 8214849..1602284 100644
--- a/profiles.html
+++ b/profiles.html
@@ -293,8 +293,8 @@ <h1>Learner Profiles</h1>
   "url": "https://carpentries-incubator.github.io/rna-seq-data-for-ml.git/profiles.html",
   "identifier": "https://carpentries-incubator.github.io/rna-seq-data-for-ml.git/profiles.html",
   "dateCreated": "2023-05-23",
-  "dateModified": "2024-02-06",
-  "datePublished": "2024-02-06"
+  "dateModified": "2024-02-13",
+  "datePublished": "2024-02-13"
 }
 
   </script><script>
diff --git a/reference.html b/reference.html
index e5772c9..a43b369 100644
--- a/reference.html
+++ b/reference.html
@@ -256,7 +256,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Reference</h1>
-        <p>Last updated on 2024-02-06 |
+        <p>Last updated on 2024-02-13 |
         
         <a href="https://github.com/carpentries-incubator/rna-seq-data-for-ml.git/edit/main/learners/reference.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -332,8 +332,8 @@ <h1>Reference</h1>
   "url": "https://carpentries-incubator.github.io/rna-seq-data-for-ml.git/reference.html",
   "identifier": "https://carpentries-incubator.github.io/rna-seq-data-for-ml.git/reference.html",
   "dateCreated": "2023-05-23",
-  "dateModified": "2024-02-06",
-  "datePublished": "2024-02-06"
+  "dateModified": "2024-02-13",
+  "datePublished": "2024-02-13"
 }
 
   </script><script>