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diff --git a/core/core.html b/core/core.html
@@ -269,7 +269,7 @@ <h1 class="title">Core Data Analysis</h1>
     <div>
     <div class="quarto-title-meta-heading">Published</div>
     <div class="quarto-title-meta-contents">
-      <p class="date">23 October, 2023</p>
+      <p class="date">24 October, 2023</p>
     </div>
   </div>
 

diff --git a/core/week-1/overview.html b/core/week-1/overview.html
@@ -266,7 +266,7 @@ <h1 class="title">Overview</h1>
     <div>
     <div class="quarto-title-meta-heading">Published</div>
     <div class="quarto-title-meta-contents">
-      <p class="date">23 October, 2023</p>
+      <p class="date">24 October, 2023</p>
     </div>
   </div>
 

diff --git a/core/week-1/study_after_workshop.html b/core/week-1/study_after_workshop.html
@@ -266,7 +266,7 @@ <h1 class="title">Independent Study to consolidate this week</h1>
     <div>
     <div class="quarto-title-meta-heading">Published</div>
     <div class="quarto-title-meta-contents">
-      <p class="date">23 October, 2023</p>
+      <p class="date">24 October, 2023</p>
     </div>
   </div>
 

diff --git a/core/week-1/study_before_workshop.html b/core/week-1/study_before_workshop.html
@@ -259,7 +259,7 @@ <h1 class="title">Independent Study to prepare for workshop</h1>
     <div>
     <div class="quarto-title-meta-heading">Published</div>
     <div class="quarto-title-meta-contents">
-      <p class="date">23 October, 2023</p>
+      <p class="date">24 October, 2023</p>
     </div>
   </div>
 

diff --git a/core/week-1/workshop.html b/core/week-1/workshop.html
@@ -319,7 +319,7 @@ <h1 class="title">Workshop</h1>
     <div>
     <div class="quarto-title-meta-heading">Published</div>
     <div class="quarto-title-meta-contents">
-      <p class="date">23 October, 2023</p>
+      <p class="date">24 October, 2023</p>
     </div>
   </div>
 

diff --git a/core/week-2/overview.html b/core/week-2/overview.html
@@ -257,7 +257,7 @@ <h1 class="title">Overview</h1>
     <div>
     <div class="quarto-title-meta-heading">Published</div>
     <div class="quarto-title-meta-contents">
-      <p class="date">23 October, 2023</p>
+      <p class="date">24 October, 2023</p>
     </div>
   </div>
 

diff --git a/core/week-2/study_after_workshop.html b/core/week-2/study_after_workshop.html
@@ -257,7 +257,7 @@ <h1 class="title">Independent Study to consolidate this week</h1>
     <div>
     <div class="quarto-title-meta-heading">Published</div>
     <div class="quarto-title-meta-contents">
-      <p class="date">23 October, 2023</p>
+      <p class="date">24 October, 2023</p>
     </div>
   </div>
 

diff --git a/core/week-2/study_before_workshop.html b/core/week-2/study_before_workshop.html
@@ -423,7 +423,7 @@
 </div>
 </div>
 
-  <p class="date">23 October, 2023</p>
+  <p class="date">24 October, 2023</p>
 </section><section id="overview" class="slide level2"><h2>Overview</h2>
 <ul>
 <li>RStudio Projects revisited

diff --git a/core/week-2/workshop.html b/core/week-2/workshop.html
@@ -339,7 +339,7 @@ <h1 class="title">Workshop</h1>
     <div>
     <div class="quarto-title-meta-heading">Published</div>
     <div class="quarto-title-meta-contents">
-      <p class="date">23 October, 2023</p>
+      <p class="date">24 October, 2023</p>
     </div>
   </div>
 
@@ -424,46 +424,46 @@ <h1 class="title">Workshop</h1>
 <div class="sourceCode cell-code" id="cb9"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb9-1"><a href="#cb9-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ls</span> <span class="at">-l</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output cell-output-stdout">
 <pre><code>total 64
-drwxr-xr-x 2 runner docker  4096 Oct 23 16:29 data
-drwxr-xr-x 2 runner docker  4096 Oct 23 16:29 images
--rw-r--r-- 1 runner docker  1597 Oct 23 16:29 overview.qmd
--rw-r--r-- 1 runner docker   184 Oct 23 16:29 study_after_workshop.qmd
--rw-r--r-- 1 runner docker  4807 Oct 23 16:29 study_before_workshop.ipynb
--rw-r--r-- 1 runner docker 13029 Oct 23 16:29 study_before_workshop.qmd
--rw-r--r-- 1 runner docker  8550 Oct 23 16:29 workshop.qmd
--rw-r--r-- 1 runner docker  8564 Oct 23 16:32 workshop.rmarkdown</code></pre>
+drwxr-xr-x 2 runner docker  4096 Oct 24 11:41 data
+drwxr-xr-x 2 runner docker  4096 Oct 24 11:41 images
+-rw-r--r-- 1 runner docker  1597 Oct 24 11:41 overview.qmd
+-rw-r--r-- 1 runner docker   184 Oct 24 11:41 study_after_workshop.qmd
+-rw-r--r-- 1 runner docker  4807 Oct 24 11:41 study_before_workshop.ipynb
+-rw-r--r-- 1 runner docker 13029 Oct 24 11:41 study_before_workshop.qmd
+-rw-r--r-- 1 runner docker  8550 Oct 24 11:41 workshop.qmd
+-rw-r--r-- 1 runner docker  8564 Oct 24 11:44 workshop.rmarkdown</code></pre>
 </div>
 </div>
 <p>You can use more than one option at once. The <code>-h</code> option stands for “human readable” and makes the file sizes easier to understand for humans:</p>
 <div class="cell">
 <div class="sourceCode cell-code" id="cb11"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb11-1"><a href="#cb11-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ls</span> <span class="at">-hl</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output cell-output-stdout">
 <pre><code>total 64K
-drwxr-xr-x 2 runner docker 4.0K Oct 23 16:29 data
-drwxr-xr-x 2 runner docker 4.0K Oct 23 16:29 images
--rw-r--r-- 1 runner docker 1.6K Oct 23 16:29 overview.qmd
--rw-r--r-- 1 runner docker  184 Oct 23 16:29 study_after_workshop.qmd
--rw-r--r-- 1 runner docker 4.7K Oct 23 16:29 study_before_workshop.ipynb
--rw-r--r-- 1 runner docker  13K Oct 23 16:29 study_before_workshop.qmd
--rw-r--r-- 1 runner docker 8.4K Oct 23 16:29 workshop.qmd
--rw-r--r-- 1 runner docker 8.4K Oct 23 16:32 workshop.rmarkdown</code></pre>
+drwxr-xr-x 2 runner docker 4.0K Oct 24 11:41 data
+drwxr-xr-x 2 runner docker 4.0K Oct 24 11:41 images
+-rw-r--r-- 1 runner docker 1.6K Oct 24 11:41 overview.qmd
+-rw-r--r-- 1 runner docker  184 Oct 24 11:41 study_after_workshop.qmd
+-rw-r--r-- 1 runner docker 4.7K Oct 24 11:41 study_before_workshop.ipynb
+-rw-r--r-- 1 runner docker  13K Oct 24 11:41 study_before_workshop.qmd
+-rw-r--r-- 1 runner docker 8.4K Oct 24 11:41 workshop.qmd
+-rw-r--r-- 1 runner docker 8.4K Oct 24 11:44 workshop.rmarkdown</code></pre>
 </div>
 </div>
 <p>The <code>-a</code> option stands for “all” and shows us all the files, including hidden files.</p>
 <div class="cell">
 <div class="sourceCode cell-code" id="cb13"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb13-1"><a href="#cb13-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ls</span> <span class="at">-alh</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output cell-output-stdout">
 <pre><code>total 72K
-drwxr-xr-x 4 runner docker 4.0K Oct 23 16:32 .
-drwxr-xr-x 5 runner docker 4.0K Oct 23 16:29 ..
-drwxr-xr-x 2 runner docker 4.0K Oct 23 16:29 data
-drwxr-xr-x 2 runner docker 4.0K Oct 23 16:29 images
--rw-r--r-- 1 runner docker 1.6K Oct 23 16:29 overview.qmd
--rw-r--r-- 1 runner docker  184 Oct 23 16:29 study_after_workshop.qmd
--rw-r--r-- 1 runner docker 4.7K Oct 23 16:29 study_before_workshop.ipynb
--rw-r--r-- 1 runner docker  13K Oct 23 16:29 study_before_workshop.qmd
--rw-r--r-- 1 runner docker 8.4K Oct 23 16:29 workshop.qmd
--rw-r--r-- 1 runner docker 8.4K Oct 23 16:32 workshop.rmarkdown</code></pre>
+drwxr-xr-x 4 runner docker 4.0K Oct 24 11:44 .
+drwxr-xr-x 5 runner docker 4.0K Oct 24 11:41 ..
+drwxr-xr-x 2 runner docker 4.0K Oct 24 11:41 data
+drwxr-xr-x 2 runner docker 4.0K Oct 24 11:41 images
+-rw-r--r-- 1 runner docker 1.6K Oct 24 11:41 overview.qmd
+-rw-r--r-- 1 runner docker  184 Oct 24 11:41 study_after_workshop.qmd
+-rw-r--r-- 1 runner docker 4.7K Oct 24 11:41 study_before_workshop.ipynb
+-rw-r--r-- 1 runner docker  13K Oct 24 11:41 study_before_workshop.qmd
+-rw-r--r-- 1 runner docker 8.4K Oct 24 11:41 workshop.qmd
+-rw-r--r-- 1 runner docker 8.4K Oct 24 11:44 workshop.rmarkdown</code></pre>
 </div>
 </div>
 <p>You can move about with the <code>cd</code> command, which stands for “change directory”. You can use it to move into a directory by specifying the path to the directory:</p>

diff --git a/core/week-6/overview.html b/core/week-6/overview.html
@@ -257,7 +257,7 @@ <h1 class="title">Overview</h1>
     <div>
     <div class="quarto-title-meta-heading">Published</div>
     <div class="quarto-title-meta-contents">
-      <p class="date">23 October, 2023</p>
+      <p class="date">24 October, 2023</p>
     </div>
   </div>
 

diff --git a/core/week-6/study_after_workshop.html b/core/week-6/study_after_workshop.html
@@ -270,7 +270,7 @@ <h1 class="title">Independent Study to consolidate this week</h1>
     <div>
     <div class="quarto-title-meta-heading">Published</div>
     <div class="quarto-title-meta-contents">
-      <p class="date">23 October, 2023</p>
+      <p class="date">24 October, 2023</p>
     </div>
   </div>
 

diff --git a/core/week-6/study_before_workshop.html b/core/week-6/study_before_workshop.html
@@ -257,7 +257,7 @@ <h1 class="title">Independent Study to prepare for workshop</h1>
     <div>
     <div class="quarto-title-meta-heading">Published</div>
     <div class="quarto-title-meta-contents">
-      <p class="date">23 October, 2023</p>
+      <p class="date">24 October, 2023</p>
     </div>
   </div>
 

diff --git a/core/week-6/workshop.html b/core/week-6/workshop.html
@@ -278,7 +278,7 @@ <h1 class="title">Workshop</h1>
     <div>
     <div class="quarto-title-meta-heading">Published</div>
     <div class="quarto-title-meta-contents">
-      <p class="date">23 October, 2023</p>
+      <p class="date">24 October, 2023</p>
     </div>
   </div>
 

diff --git a/index.html b/index.html
@@ -120,7 +120,7 @@ <h1 class="title">Data Analysis for the Group Research Project</h1>
     <div>
     <div class="quarto-title-meta-heading">Published</div>
     <div class="quarto-title-meta-contents">
-      <p class="date">23 October, 2023</p>
+      <p class="date">24 October, 2023</p>
     </div>
   </div>
 

diff --git a/omics/omics.html b/omics/omics.html
@@ -288,7 +288,7 @@ <h1 class="title">Omics Data Analysis for Group Project</h1>
     <div>
     <div class="quarto-title-meta-heading">Published</div>
     <div class="quarto-title-meta-contents">
-      <p class="date">23 October, 2023</p>
+      <p class="date">24 October, 2023</p>
     </div>
   </div>
 

diff --git a/omics/week-3/overview.html b/omics/week-3/overview.html
@@ -266,7 +266,7 @@ <h1 class="title">Overview</h1>
     <div>
     <div class="quarto-title-meta-heading">Published</div>
     <div class="quarto-title-meta-contents">
-      <p class="date">23 October, 2023</p>
+      <p class="date">24 October, 2023</p>
     </div>
   </div>
 

diff --git a/omics/week-3/study_after_workshop.html b/omics/week-3/study_after_workshop.html
@@ -259,7 +259,7 @@ <h1 class="title">Independent Study to consolidate this week</h1>
     <div>
     <div class="quarto-title-meta-heading">Published</div>
     <div class="quarto-title-meta-contents">
-      <p class="date">23 October, 2023</p>
+      <p class="date">24 October, 2023</p>
     </div>
   </div>
 

diff --git a/omics/week-3/study_before_workshop.html b/omics/week-3/study_before_workshop.html
@@ -357,7 +357,7 @@ <h1 class="title">Independent Study to prepare for workshop</h1>
 </div>
 </div>
 
-  <p class="date">23 October, 2023</p>
+  <p class="date">24 October, 2023</p>
 </section>
 <section id="overview" class="slide level2">
 <h2>Overview</h2>

diff --git a/omics/week-3/workshop.html b/omics/week-3/workshop.html
@@ -359,7 +359,7 @@ <h1 class="title">Workshop</h1>
     <div>
     <div class="quarto-title-meta-heading">Published</div>
     <div class="quarto-title-meta-contents">
-      <p class="date">23 October, 2023</p>
+      <p class="date">24 October, 2023</p>
     </div>
   </div>
 

diff --git a/omics/week-4/overview.html b/omics/week-4/overview.html
@@ -286,7 +286,7 @@ <h1 class="title">Overview</h1>
     <div>
     <div class="quarto-title-meta-heading">Published</div>
     <div class="quarto-title-meta-contents">
-      <p class="date">23 October, 2023</p>
+      <p class="date">24 October, 2023</p>
     </div>
   </div>
 

diff --git a/omics/week-4/study_after_workshop.html b/omics/week-4/study_after_workshop.html
@@ -259,7 +259,7 @@ <h1 class="title">Independent Study to consolidate this week</h1>
     <div>
     <div class="quarto-title-meta-heading">Published</div>
     <div class="quarto-title-meta-contents">
-      <p class="date">23 October, 2023</p>
+      <p class="date">24 October, 2023</p>
     </div>
   </div>
 

diff --git a/omics/week-4/study_before_workshop.html b/omics/week-4/study_before_workshop.html
@@ -421,7 +421,7 @@
 </div>
 </div>
 
-  <p class="date">23 October, 2023</p>
+  <p class="date">24 October, 2023</p>
 </section><section id="overview" class="slide level2"><h2>Overview</h2>
 <p>In these slides we will:</p>
 <div>

diff --git a/omics/week-4/workshop.html b/omics/week-4/workshop.html
@@ -332,7 +332,7 @@ <h1 class="title">Workshop</h1>
     <div>
     <div class="quarto-title-meta-heading">Published</div>
     <div class="quarto-title-meta-contents">
-      <p class="date">23 October, 2023</p>
+      <p class="date">24 October, 2023</p>
     </div>
   </div>
 

diff --git a/omics/week-5/figures/frog-s30-pca.png b/omics/week-5/figures/frog-s30-pca.png
diff --git a/omics/week-5/figures/prog-hspc-volcano.png b/omics/week-5/figures/prog-hspc-volcano.png
diff --git a/omics/week-5/figures/prog_hspc-pca.png b/omics/week-5/figures/prog_hspc-pca.png
diff --git a/omics/week-5/overview.html b/omics/week-5/overview.html
@@ -267,7 +267,7 @@ <h1 class="title">Overview</h1>
     <div>
     <div class="quarto-title-meta-heading">Published</div>
     <div class="quarto-title-meta-contents">
-      <p class="date">23 October, 2023</p>
+      <p class="date">24 October, 2023</p>
     </div>
   </div>
 
@@ -277,7 +277,7 @@ <h1 class="title">Overview</h1>
 
 </header>
 
-<p>This week we cover how to visualise and interpret the results of your differential expression analysis. The independent study will allow you to check you have what you should have following the <a href="../week-4/workshop.html">Omics 2: Statistical Analysis workshop</a> and <a href="../week-4/study_after_workshop.html">Consolidation study</a>. It will also summarise the the methods and plots we will go through in the workshop. In the workshop, we will learn how to merge gene information into out results, conduct a Principle Component Analysis (PCA) and plot the results as well as how to create a nicely formatted Volcano plot and heatmap.</p>
+<p>This week we cover how to visualise and interpret the results of your differential expression analysis. The independent study will allow you to check you have what you should have following the <a href="../week-4/workshop.html">Omics 2: Statistical Analysis workshop</a> and <a href="../week-4/study_after_workshop.html">Consolidation study</a>. It will also summarise the the methods and plots we will go through in the workshop. In the workshop, we will learn how to merge gene information into our results, conduct a Principle Component Analysis (PCA) and plot the results as well as how to create a nicely formatted Volcano plot and heatmap.</p>
 <p>We suggest you sit together with your group in the workshop.</p>
 <section id="learning-objectives" class="level3">
 <h3 class="anchored" data-anchor-id="learning-objectives">Learning objectives</h3>

diff --git a/omics/week-5/study_after_workshop.html b/omics/week-5/study_after_workshop.html
@@ -259,7 +259,7 @@ <h1 class="title">Independent Study to consolidate this week</h1>
     <div>
     <div class="quarto-title-meta-heading">Published</div>
     <div class="quarto-title-meta-contents">
-      <p class="date">23 October, 2023</p>
+      <p class="date">24 October, 2023</p>
     </div>
   </div>
 

diff --git a/omics/week-5/study_before_workshop.html b/omics/week-5/study_before_workshop.html
@@ -421,7 +421,7 @@
 </div>
 </div>
 
-  <p class="date">23 October, 2023</p>
+  <p class="date">24 October, 2023</p>
 </section><section id="overview" class="slide level2"><h2>Overview</h2>
 <p>In these slides we will:</p>
 <div>