diff --git a/01-rstudio-intro.html b/01-rstudio-intro.html
index dec6df5bb..2e48268fc 100644
--- a/01-rstudio-intro.html
+++ b/01-rstudio-intro.html
@@ -932,7 +932,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Solution to challenge 1
   </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>The following can be used as R variables:</p>
 <div class="codewrapper sourceCode" id="cb44">
@@ -1214,7 +1214,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Solution to challenge 2
   </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="cb64">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1270,7 +1270,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Solution to challenge 3
   </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">
 <p>One way of answering this question in R is to use the
 <code>&gt;</code> to set up the following:</p>
@@ -1311,7 +1311,7 @@ <h4 class="accordion-header" id="headingSolution4">
   Solution to challenge 4
   </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">
 <p>We can use the <code>rm</code> command to accomplish this task</p>
 <div class="codewrapper sourceCode" id="cb70">
@@ -1344,7 +1344,7 @@ <h4 class="accordion-header" id="headingSolution5">
   Solution to challenge 5
   </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <p>We can use the <code>install.packages()</code> command to install the
 required packages.</p>
@@ -1423,9 +1423,9 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.15.0" class="external-link">sandpaper (0.15.0)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.3" class="external-link">pegboard (0.7.3)</a>,
-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -1447,7 +1447,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://swcarpentry.github.io/r-novice-gapminder/01-rstudio-intro.html",
   "dateCreated": "2015-04-18",
   "dateModified": "2023-11-21",
-  "datePublished": "2023-11-28"
+  "datePublished": "2023-12-05"
 }
 
   </script><script>
diff --git a/02-project-intro.html b/02-project-intro.html
index 433f4a0a1..5bcc0db75 100644
--- a/02-project-intro.html
+++ b/02-project-intro.html
@@ -766,9 +766,9 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.15.0" class="external-link">sandpaper (0.15.0)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.3" class="external-link">pegboard (0.7.3)</a>,
-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -790,7 +790,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://swcarpentry.github.io/r-novice-gapminder/02-project-intro.html",
   "dateCreated": "2015-04-18",
   "dateModified": "2023-11-21",
-  "datePublished": "2023-11-28"
+  "datePublished": "2023-12-05"
 }
 
   </script><script>
diff --git a/03-seeking-help.html b/03-seeking-help.html
index 56d92fca0..5261fd7d2 100644
--- a/03-seeking-help.html
+++ b/03-seeking-help.html
@@ -805,9 +805,9 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.15.0" class="external-link">sandpaper (0.15.0)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.3" class="external-link">pegboard (0.7.3)</a>,
-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -829,7 +829,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://swcarpentry.github.io/r-novice-gapminder/03-seeking-help.html",
   "dateCreated": "2015-04-18",
   "dateModified": "2023-11-21",
-  "datePublished": "2023-11-28"
+  "datePublished": "2023-12-05"
 }
 
   </script><script>
diff --git a/04-data-structures-part1.html b/04-data-structures-part1.html
index be57d9fa6..447102d6b 100644
--- a/04-data-structures-part1.html
+++ b/04-data-structures-part1.html
@@ -2341,9 +2341,9 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.15.0" class="external-link">sandpaper (0.15.0)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.3" class="external-link">pegboard (0.7.3)</a>,
-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -2365,7 +2365,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://swcarpentry.github.io/r-novice-gapminder/04-data-structures-part1.html",
   "dateCreated": "2015-04-18",
   "dateModified": "2023-11-21",
-  "datePublished": "2023-11-28"
+  "datePublished": "2023-12-05"
 }
 
   </script><script>
diff --git a/05-data-structures-part2.html b/05-data-structures-part2.html
index a2d0ce7eb..b26dce8c8 100644
--- a/05-data-structures-part2.html
+++ b/05-data-structures-part2.html
@@ -1132,9 +1132,9 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.15.0" class="external-link">sandpaper (0.15.0)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.3" class="external-link">pegboard (0.7.3)</a>,
-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -1156,7 +1156,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://swcarpentry.github.io/r-novice-gapminder/05-data-structures-part2.html",
   "dateCreated": "2015-04-18",
   "dateModified": "2023-11-21",
-  "datePublished": "2023-11-28"
+  "datePublished": "2023-12-05"
 }
 
   </script><script>
diff --git a/06-data-subsetting.html b/06-data-subsetting.html
index ac0d8deb8..5ff1beca6 100644
--- a/06-data-subsetting.html
+++ b/06-data-subsetting.html
@@ -1936,9 +1936,9 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.15.0" class="external-link">sandpaper (0.15.0)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.3" class="external-link">pegboard (0.7.3)</a>,
-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -1960,7 +1960,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://swcarpentry.github.io/r-novice-gapminder/06-data-subsetting.html",
   "dateCreated": "2015-04-18",
   "dateModified": "2023-11-21",
-  "datePublished": "2023-11-28"
+  "datePublished": "2023-12-05"
 }
 
   </script><script>
diff --git a/07-control-flow.html b/07-control-flow.html
index 21ceb16a6..b30e65104 100644
--- a/07-control-flow.html
+++ b/07-control-flow.html
@@ -521,7 +521,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Solution to Challenge 1
   </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">
 <p>We will first see a solution to Challenge 1 which does not use the
 <code>any()</code> function. We first obtain a logical vector describing
@@ -867,7 +867,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Solution to Challenge 2
   </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">
 <p>We can check whether the two vectors are identical using the
 <code>all()</code> function:</p>
@@ -953,7 +953,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Solution to Challenge 3
   </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p><strong>Step 1</strong>: We want to make sure we can extract all the
 unique values of the continent vector</p>
@@ -1034,7 +1034,7 @@ <h4 class="accordion-header" id="headingSolution4">
   Solution to Challenge 4
   </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <p>We modify our solution to Challenge 3 by now adding two thresholds,
 <code>lowerThreshold</code> and <code>upperThreshold</code> and
@@ -1085,7 +1085,7 @@ <h4 class="accordion-header" id="headingSolution5">
   Solution for Challenge 5
   </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
 <div class="accordion-body">
 <p>We will use the <code>grep()</code> command that was introduced in
 the <a href="https://swcarpentry.github.io/shell-novice/07-find.html" class="external-link">Unix
@@ -1192,9 +1192,9 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.15.0" class="external-link">sandpaper (0.15.0)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.3" class="external-link">pegboard (0.7.3)</a>,
-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -1216,7 +1216,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://swcarpentry.github.io/r-novice-gapminder/07-control-flow.html",
   "dateCreated": "2015-04-18",
   "dateModified": "2023-11-21",
-  "datePublished": "2023-11-28"
+  "datePublished": "2023-12-05"
 }
 
   </script><script>
diff --git a/08-plot-ggplot2.html b/08-plot-ggplot2.html
index 2672f55b3..169352d40 100644
--- a/08-plot-ggplot2.html
+++ b/08-plot-ggplot2.html
@@ -496,7 +496,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Solution to challenge 1
   </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>Here is one possible solution:</p>
 <div class="codewrapper sourceCode" id="cb5">
@@ -537,7 +537,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Solution to challenge 2
   </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">
 <p>The solution presented below adds <code>color=continent</code> to the
 call of the <code>aes</code> function. The general trend seems to
@@ -649,7 +649,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Solution to challenge 3
   </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">
 <p>The lines now get drawn over the points!</p>
 <div class="codewrapper sourceCode" id="cb11">
@@ -781,7 +781,7 @@ <h4 class="accordion-header" id="headingSolution4">
   Solution to challenge 4a
   </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">
 <p>Here a possible solution: Notice that the <code>color</code> argument
 is supplied outside of the <code>aes()</code> function. This means that
@@ -825,7 +825,7 @@ <h4 class="accordion-header" id="headingSolution5">
   Solution to challenge 4b
   </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <p>Here is a possible solution: Notice that supplying the
 <code>color</code> argument inside the <code>aes()</code> functions
@@ -979,7 +979,7 @@ <h4 class="accordion-header" id="headingSolution6">
   Solution to Challenge 5
   </h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
 <div class="accordion-body">
 <p>Here a possible solution: <code>xlab()</code> and <code>ylab()</code>
 set labels for the x and y axes, respectively The axis title, text and
@@ -1050,9 +1050,9 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.15.0" class="external-link">sandpaper (0.15.0)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.3" class="external-link">pegboard (0.7.3)</a>,
-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -1074,7 +1074,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://swcarpentry.github.io/r-novice-gapminder/08-plot-ggplot2.html",
   "dateCreated": "2015-04-18",
   "dateModified": "2023-11-21",
-  "datePublished": "2023-11-28"
+  "datePublished": "2023-12-05"
 }
 
   </script><script>
diff --git a/09-vectorization.html b/09-vectorization.html
index 8143f7d67..7e347ba36 100644
--- a/09-vectorization.html
+++ b/09-vectorization.html
@@ -965,9 +965,9 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
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-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
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 	<div id="to-top">
@@ -989,7 +989,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://swcarpentry.github.io/r-novice-gapminder/09-vectorization.html",
   "dateCreated": "2015-04-18",
   "dateModified": "2023-11-21",
-  "datePublished": "2023-11-28"
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diff --git a/10-functions.html b/10-functions.html
index db0fb5be7..431b098c9 100644
--- a/10-functions.html
+++ b/10-functions.html
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         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.15.0" class="external-link">sandpaper (0.15.0)</a>,
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-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
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 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -1190,7 +1190,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://swcarpentry.github.io/r-novice-gapminder/10-functions.html",
   "dateCreated": "2015-04-18",
   "dateModified": "2023-11-21",
-  "datePublished": "2023-11-28"
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diff --git a/11-writing-data.html b/11-writing-data.html
index 02e248f03..34da21f75 100644
--- a/11-writing-data.html
+++ b/11-writing-data.html
@@ -632,9 +632,9 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.15.0" class="external-link">sandpaper (0.15.0)</a>,
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-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
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 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -656,7 +656,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://swcarpentry.github.io/r-novice-gapminder/11-writing-data.html",
   "dateCreated": "2015-04-18",
   "dateModified": "2023-11-21",
-  "datePublished": "2023-11-28"
+  "datePublished": "2023-12-05"
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diff --git a/12-plyr.html b/12-plyr.html
index b07ee8eff..98a9f855f 100644
--- a/12-plyr.html
+++ b/12-plyr.html
@@ -565,7 +565,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Solution to Challenge 1
   </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="cb12">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -797,7 +797,7 @@ <h4 class="accordion-header" id="headingSolution2">
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   </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="cb21">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -899,7 +899,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Solution to Alternative Challenge
   </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>Answer 3 will calculate the average life expectancy per
 continent.</p>
@@ -956,9 +956,9 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
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-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -980,7 +980,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://swcarpentry.github.io/r-novice-gapminder/12-plyr.html",
   "dateCreated": "2015-04-18",
   "dateModified": "2023-11-21",
-  "datePublished": "2023-11-28"
+  "datePublished": "2023-12-05"
 }
 
   </script><script>
diff --git a/13-dplyr.html b/13-dplyr.html
index 43e82a9a5..08beb3f9e 100644
--- a/13-dplyr.html
+++ b/13-dplyr.html
@@ -607,7 +607,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Solution to Challenge 1
   </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="cb16">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -740,7 +740,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Solution to Challenge 2
   </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="cb23">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1104,7 +1104,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Solution to Advanced Challenge
   </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="cb52">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1189,9 +1189,9 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.15.0" class="external-link">sandpaper (0.15.0)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.3" class="external-link">pegboard (0.7.3)</a>,
-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -1213,7 +1213,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://swcarpentry.github.io/r-novice-gapminder/13-dplyr.html",
   "dateCreated": "2015-04-18",
   "dateModified": "2023-11-23",
-  "datePublished": "2023-11-28"
+  "datePublished": "2023-12-05"
 }
 
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diff --git a/14-tidyr.html b/14-tidyr.html
index bbd1373d2..85d1203b1 100644
--- a/14-tidyr.html
+++ b/14-tidyr.html
@@ -1109,9 +1109,9 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.15.0" class="external-link">sandpaper (0.15.0)</a>,
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-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -1133,7 +1133,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://swcarpentry.github.io/r-novice-gapminder/14-tidyr.html",
   "dateCreated": "2015-04-18",
   "dateModified": "2023-11-23",
-  "datePublished": "2023-11-28"
+  "datePublished": "2023-12-05"
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diff --git a/15-knitr-markdown.html b/15-knitr-markdown.html
index 9e8a929d6..9ee9cc205 100644
--- a/15-knitr-markdown.html
+++ b/15-knitr-markdown.html
@@ -542,7 +542,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Solution to Challenge 1
   </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 RStudio, select File &gt; New file &gt; R Markdown…</p>
 <p>Delete the placeholder text and add the following:</p>
@@ -621,7 +621,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Solution to Challenge 2
   </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">
 <pre>
 ```{r load-ggplot2}
@@ -709,7 +709,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Solution to Challenge 3
   </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">
 <pre>
 ```{r echo = FALSE, fig.width = 3}
@@ -759,7 +759,7 @@ <h4 class="accordion-header" id="headingSolution4">
   Solution to Challenge 4
   </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">
 <p>Here’s some inline code to determine that 2 + 2 = <code>4</code>.</p>
 </div>
@@ -884,9 +884,9 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.15.0" class="external-link">sandpaper (0.15.0)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.3" class="external-link">pegboard (0.7.3)</a>,
-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -908,7 +908,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://swcarpentry.github.io/r-novice-gapminder/15-knitr-markdown.html",
   "dateCreated": "2015-04-18",
   "dateModified": "2023-11-21",
-  "datePublished": "2023-11-28"
+  "datePublished": "2023-12-05"
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diff --git a/16-wrap-up.html b/16-wrap-up.html
index 8528f468e..c8c3a190b 100644
--- a/16-wrap-up.html
+++ b/16-wrap-up.html
@@ -532,9 +532,9 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.15.0" class="external-link">sandpaper (0.15.0)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.3" class="external-link">pegboard (0.7.3)</a>,
-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -556,7 +556,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://swcarpentry.github.io/r-novice-gapminder/16-wrap-up.html",
   "dateCreated": "2015-04-18",
   "dateModified": "2023-11-21",
-  "datePublished": "2023-11-28"
+  "datePublished": "2023-12-05"
 }
 
   </script><script>
diff --git a/404.html b/404.html
index 0c9666d5e..23f03db71 100644
--- a/404.html
+++ b/404.html
@@ -396,9 +396,9 @@ <h1>Page not found</h1>
         <p>Materials licensed under <a href="https://swcarpentry.github.io/r-novice-gapminder/LICENSE.html" class="external-link">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.15.0" class="external-link">sandpaper (0.15.0)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.3" class="external-link">pegboard (0.7.3)</a>,
-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -419,8 +419,8 @@ <h1>Page not found</h1>
   "url": "https://swcarpentry.github.io/r-novice-gapminder/404.html",
   "identifier": "https://swcarpentry.github.io/r-novice-gapminder/404.html",
   "dateCreated": "2015-04-18",
-  "dateModified": "2023-11-28",
-  "datePublished": "2023-11-28"
+  "dateModified": "2023-12-05",
+  "datePublished": "2023-12-05"
 }
 
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diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index e850e8211..d45aa4459 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -395,9 +395,9 @@ <h1>Contributor Code of Conduct</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.15.0" class="external-link">sandpaper (0.15.0)</a>,
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-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -419,7 +419,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://swcarpentry.github.io/r-novice-gapminder/CODE_OF_CONDUCT.html",
   "dateCreated": "2015-04-18",
   "dateModified": "2023-11-21",
-  "datePublished": "2023-11-28"
+  "datePublished": "2023-12-05"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index 34cbec385..2c9b00136 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -446,9 +446,9 @@ <h1>Licenses</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.15.0" class="external-link">sandpaper (0.15.0)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.3" class="external-link">pegboard (0.7.3)</a>,
-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -470,7 +470,7 @@ <h1>Licenses</h1>
   "identifier": "https://swcarpentry.github.io/r-novice-gapminder/LICENSE.html",
   "dateCreated": "2015-04-18",
   "dateModified": "2023-11-21",
-  "datePublished": "2023-11-28"
+  "datePublished": "2023-12-05"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index 2f8dfc853..05bb752ab 100644
--- a/aio.html
+++ b/aio.html
@@ -1017,7 +1017,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Solution to challenge 1
   </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>The following can be used as R variables:</p>
 <div class="codewrapper sourceCode" id="cb44">
@@ -1304,7 +1304,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Solution to challenge 2
   </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="cb64">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1360,7 +1360,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Solution to challenge 3
   </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">
 <p>One way of answering this question in R is to use the
 <code>&gt;</code> to set up the following:</p>
@@ -1401,7 +1401,7 @@ <h4 class="accordion-header" id="headingSolution4">
   Solution to challenge 4
   </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">
 <p>We can use the <code>rm</code> command to accomplish this task</p>
 <div class="codewrapper sourceCode" id="cb70">
@@ -1434,7 +1434,7 @@ <h4 class="accordion-header" id="headingSolution5">
   Solution to challenge 5
   </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <p>We can use the <code>install.packages()</code> command to install the
 required packages.</p>
@@ -6827,7 +6827,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Solution to Challenge 1
   </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">
 <p>We will first see a solution to Challenge 1 which does not use the
 <code>any()</code> function. We first obtain a logical vector describing
@@ -7174,7 +7174,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Solution to Challenge 2
   </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">
 <p>We can check whether the two vectors are identical using the
 <code>all()</code> function:</p>
@@ -7260,7 +7260,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Solution to Challenge 3
   </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p><strong>Step 1</strong>: We want to make sure we can extract all the
 unique values of the continent vector</p>
@@ -7343,7 +7343,7 @@ <h4 class="accordion-header" id="headingSolution4">
   Solution to Challenge 4
   </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <p>We modify our solution to Challenge 3 by now adding two thresholds,
 <code>lowerThreshold</code> and <code>upperThreshold</code> and
@@ -7394,7 +7394,7 @@ <h4 class="accordion-header" id="headingSolution5">
   Solution for Challenge 5
   </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
 <div class="accordion-body">
 <p>We will use the <code>grep()</code> command that was introduced in
 the <a href="https://swcarpentry.github.io/shell-novice/07-find.html" class="external-link">Unix
@@ -7612,7 +7612,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Solution to challenge 1
   </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>Here is one possible solution:</p>
 <div class="codewrapper sourceCode" id="cb5">
@@ -7654,7 +7654,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Solution to challenge 2
   </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">
 <p>The solution presented below adds <code>color=continent</code> to the
 call of the <code>aes</code> function. The general trend seems to
@@ -7768,7 +7768,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Solution to challenge 3
   </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">
 <p>The lines now get drawn over the points!</p>
 <div class="codewrapper sourceCode" id="cb11">
@@ -7902,7 +7902,7 @@ <h4 class="accordion-header" id="headingSolution4">
   Solution to challenge 4a
   </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">
 <p>Here a possible solution: Notice that the <code>color</code> argument
 is supplied outside of the <code>aes()</code> function. This means that
@@ -7947,7 +7947,7 @@ <h4 class="accordion-header" id="headingSolution5">
   Solution to challenge 4b
   </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <p>Here is a possible solution: Notice that supplying the
 <code>color</code> argument inside the <code>aes()</code> functions
@@ -8107,7 +8107,7 @@ <h4 class="accordion-header" id="headingSolution6">
   Solution to Challenge 5
   </h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
 <div class="accordion-body">
 <p>Here a possible solution: <code>xlab()</code> and <code>ylab()</code>
 set labels for the x and y axes, respectively The axis title, text and
@@ -10003,7 +10003,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Solution to Challenge 1
   </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="cb12">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -10235,7 +10235,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Solution to Challenge 2
   </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="cb21">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -10341,7 +10341,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Solution to Alternative Challenge
   </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>Answer 3 will calculate the average life expectancy per
 continent.</p>
@@ -10618,7 +10618,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Solution to Challenge 1
   </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="cb16">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -10753,7 +10753,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Solution to Challenge 2
   </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="cb23">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -11121,7 +11121,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Solution to Advanced Challenge
   </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="cb52">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -12097,7 +12097,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Solution to Challenge 1
   </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 RStudio, select File &gt; New file &gt; R Markdown…</p>
 <p>Delete the placeholder text and add the following:</p>
@@ -12180,7 +12180,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Solution to Challenge 2
   </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">
 <pre>
 ```{r load-ggplot2}
@@ -12272,7 +12272,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Solution to Challenge 3
   </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">
 <pre>
 ```{r echo = FALSE, fig.width = 3}
@@ -12323,7 +12323,7 @@ <h4 class="accordion-header" id="headingSolution4">
   Solution to Challenge 4
   </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">
 <p>Here’s some inline code to determine that 2 + 2 = <code>4</code>.</p>
 </div>
@@ -12595,9 +12595,9 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.15.0" class="external-link">sandpaper (0.15.0)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.3" class="external-link">pegboard (0.7.3)</a>,
-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
 			</div>
 		</footer>
 </div> <!-- / div.container -->
@@ -12619,8 +12619,8 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "url": "https://swcarpentry.github.io/r-novice-gapminder/aio.html",
   "identifier": "https://swcarpentry.github.io/r-novice-gapminder/aio.html",
   "dateCreated": "2015-04-18",
-  "dateModified": "2023-11-28",
-  "datePublished": "2023-11-28"
+  "dateModified": "2023-12-05",
+  "datePublished": "2023-12-05"
 }
 
   </script><script>
diff --git a/assets/styles.css b/assets/styles.css
index 912d1e1a1..48fa684a1 100644
--- a/assets/styles.css
+++ b/assets/styles.css
@@ -3,4 +3,4 @@
  * Copyright 2011-2021 The Bootstrap Authors
  * Copyright 2011-2021 Twitter, Inc.
  * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)
- */:root{--bs-blue: #0d6efd;--bs-indigo: #6610f2;--bs-purple: #6f42c1;--bs-pink: #d63384;--bs-red: #dc3545;--bs-orange: #fd7e14;--bs-yellow: #ffc107;--bs-green: #198754;--bs-teal: #20c997;--bs-cyan: #0dcaf0;--bs-white: #fff;--bs-gray: #6c757d;--bs-gray-dark: #343a40;--bs-gray-100: #f8f9fa;--bs-gray-200: #e9ecef;--bs-gray-300: #dee2e6;--bs-gray-400: #ced4da;--bs-gray-500: #adb5bd;--bs-gray-600: #6c757d;--bs-gray-700: #495057;--bs-gray-800: #343a40;--bs-gray-900: #212529;--bs-primary: #0d6efd;--bs-secondary: #6c757d;--bs-success: #198754;--bs-info: #0dcaf0;--bs-warning: #ffc107;--bs-danger: #dc3545;--bs-light: #f8f9fa;--bs-dark: #212529;--bs-primary-rgb: 13, 110, 253;--bs-secondary-rgb: 108, 117, 125;--bs-success-rgb: 25, 135, 84;--bs-info-rgb: 13, 202, 240;--bs-warning-rgb: 255, 193, 7;--bs-danger-rgb: 220, 53, 69;--bs-light-rgb: 248, 249, 250;--bs-dark-rgb: 33, 37, 41;--bs-white-rgb: 255, 255, 255;--bs-black-rgb: 0, 0, 0;--bs-body-color-rgb: 33, 37, 41;--bs-body-bg-rgb: 255, 255, 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diff --git a/assets/styles.css.map b/assets/styles.css.map
index f616f16dd..44b4d0806 100644
--- a/assets/styles.css.map
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diff --git a/discuss.html b/discuss.html
index 03d1cf502..f6909dc61 100644
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+++ b/discuss.html
@@ -389,9 +389,9 @@ <h1>Discussion</h1>
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         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.15.0" class="external-link">sandpaper (0.15.0)</a>,
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-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -413,7 +413,7 @@ <h1>Discussion</h1>
   "identifier": "https://swcarpentry.github.io/r-novice-gapminder/discuss.html",
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diff --git a/images.html b/images.html
index 9ad198ff7..f26103e29 100644
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+++ b/images.html
@@ -590,9 +590,9 @@ <h3 id="15-knitr-markdown-figure-3">Figure 3</h3>
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.15.0" class="external-link">sandpaper (0.15.0)</a>,
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-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
 			</div>
 		</footer>
 </div> <!-- / div.container -->
@@ -614,8 +614,8 @@ <h3 id="15-knitr-markdown-figure-3">Figure 3</h3>
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-  "dateModified": "2023-11-28",
-  "datePublished": "2023-11-28"
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diff --git a/index.html b/index.html
index a77d31425..9eef36f97 100644
--- a/index.html
+++ b/index.html
@@ -409,9 +409,9 @@ <h3 class="callout-title">Prerequisites<a class="anchor" aria-label="anchor" hre
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         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
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-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -432,8 +432,8 @@ <h3 class="callout-title">Prerequisites<a class="anchor" aria-label="anchor" hre
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diff --git a/instructor-notes.html b/instructor-notes.html
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--- a/instructor-notes.html
+++ b/instructor-notes.html
@@ -571,9 +571,9 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
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         <a href="https://github.com/carpentries/pegboard/tree/0.7.3" class="external-link">pegboard (0.7.3)</a>,
-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
 			</div>
 		</footer>
 </div> <!-- / div.container -->
@@ -595,8 +595,8 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
   "url": "https://swcarpentry.github.io/r-novice-gapminder/instructor-notes.html",
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   "dateCreated": "2015-04-18",
-  "dateModified": "2023-11-28",
-  "datePublished": "2023-11-28"
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 }
 
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diff --git a/instructor/01-rstudio-intro.html b/instructor/01-rstudio-intro.html
index a069ddf11..dcdea6ab4 100644
--- a/instructor/01-rstudio-intro.html
+++ b/instructor/01-rstudio-intro.html
@@ -65,7 +65,8 @@
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             More <i data-feather="chevron-down"></i>
           </button>
-          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"></ul></li>
+          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Reference</a></li>
+          </ul></li>
       </ul></div>
     <form class="d-flex col-md-2 search-form">
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@@ -323,7 +324,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                       <li>
                         <a href="../instructor/images.html">Extract All Images</a>
                       </li>
-                      
+                      <hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Reference</a></li>
                     </ul></div>
                 </div>
               </div>
@@ -933,7 +934,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Solution to challenge 1
   </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>The following can be used as R variables:</p>
 <div class="codewrapper sourceCode" id="cb44">
@@ -1215,7 +1216,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Solution to challenge 2
   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
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 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb64">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1271,7 +1272,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Solution to challenge 3
   </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">
 <p>One way of answering this question in R is to use the
 <code>&gt;</code> to set up the following:</p>
@@ -1312,7 +1313,7 @@ <h4 class="accordion-header" id="headingSolution4">
   Solution to challenge 4
   </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">
 <p>We can use the <code>rm</code> command to accomplish this task</p>
 <div class="codewrapper sourceCode" id="cb70">
@@ -1345,7 +1346,7 @@ <h4 class="accordion-header" id="headingSolution5">
   Solution to challenge 5
   </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <p>We can use the <code>install.packages()</code> command to install the
 required packages.</p>
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.15.0" class="external-link">sandpaper (0.15.0)</a>,
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-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.15.0" class="external-link">sandpaper (0.15.0)</a>,
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-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
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+          </ul></li>
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     <form class="d-flex col-md-2 search-form">
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
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-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
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 		</footer></div> <!-- / div.container -->
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+          </ul></li>
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     <form class="d-flex col-md-2 search-form">
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                       <li>
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
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-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
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+          </ul></li>
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     <form class="d-flex col-md-2 search-form">
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                       <li>
                         <a href="../instructor/images.html">Extract All Images</a>
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-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
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+          </ul></li>
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                       <li>
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
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-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
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+          </ul></li>
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     <form class="d-flex col-md-2 search-form">
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@@ -312,7 +313,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                       <li>
                         <a href="../instructor/images.html">Extract All Images</a>
                       </li>
-                      
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 <div class="accordion-body">
 <p>We will first see a solution to Challenge 1 which does not use the
 <code>any()</code> function. We first obtain a logical vector describing
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 <div class="accordion-body">
 <p>We can check whether the two vectors are identical using the
 <code>all()</code> function:</p>
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 <div class="accordion-body">
 <p><strong>Step 1</strong>: We want to make sure we can extract all the
 unique values of the continent vector</p>
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   </h4>
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 <div class="accordion-body">
 <p>We modify our solution to Challenge 3 by now adding two thresholds,
 <code>lowerThreshold</code> and <code>upperThreshold</code> and
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 <p>We will use the <code>grep()</code> command that was introduced in
 the <a href="https://swcarpentry.github.io/shell-novice/07-find.html" class="external-link">Unix
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.15.0" class="external-link">sandpaper (0.15.0)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.3" class="external-link">pegboard (0.7.3)</a>,
-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -1217,7 +1218,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://swcarpentry.github.io/r-novice-gapminder/instructor/07-control-flow.html",
   "dateCreated": "2015-04-18",
   "dateModified": "2023-11-21",
-  "datePublished": "2023-11-28"
+  "datePublished": "2023-12-05"
 }
 
   </script><script>
diff --git a/instructor/08-plot-ggplot2.html b/instructor/08-plot-ggplot2.html
index 0a374773b..b317d7981 100644
--- a/instructor/08-plot-ggplot2.html
+++ b/instructor/08-plot-ggplot2.html
@@ -65,7 +65,8 @@
           <button class="nav-link dropdown-toggle" id="navbarDropdown" data-bs-toggle="dropdown" aria-expanded="false">
             More <i data-feather="chevron-down"></i>
           </button>
-          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"></ul></li>
+          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Reference</a></li>
+          </ul></li>
       </ul></div>
     <form class="d-flex col-md-2 search-form">
       <fieldset disabled><input class="form-control me-2 searchbox" type="search" placeholder="Search" aria-label="Search"><button class="btn btn-outline-success tablet-search-button" type="submit">
@@ -316,7 +317,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                       <li>
                         <a href="../instructor/images.html">Extract All Images</a>
                       </li>
-                      
+                      <hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Reference</a></li>
                     </ul></div>
                 </div>
               </div>
@@ -497,7 +498,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Solution to challenge 1
   </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>Here is one possible solution:</p>
 <div class="codewrapper sourceCode" id="cb5">
@@ -538,7 +539,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Solution to challenge 2
   </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">
 <p>The solution presented below adds <code>color=continent</code> to the
 call of the <code>aes</code> function. The general trend seems to
@@ -650,7 +651,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Solution to challenge 3
   </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">
 <p>The lines now get drawn over the points!</p>
 <div class="codewrapper sourceCode" id="cb11">
@@ -782,7 +783,7 @@ <h4 class="accordion-header" id="headingSolution4">
   Solution to challenge 4a
   </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">
 <p>Here a possible solution: Notice that the <code>color</code> argument
 is supplied outside of the <code>aes()</code> function. This means that
@@ -826,7 +827,7 @@ <h4 class="accordion-header" id="headingSolution5">
   Solution to challenge 4b
   </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <p>Here is a possible solution: Notice that supplying the
 <code>color</code> argument inside the <code>aes()</code> functions
@@ -980,7 +981,7 @@ <h4 class="accordion-header" id="headingSolution6">
   Solution to Challenge 5
   </h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
 <div class="accordion-body">
 <p>Here a possible solution: <code>xlab()</code> and <code>ylab()</code>
 set labels for the x and y axes, respectively The axis title, text and
@@ -1051,9 +1052,9 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         <p>Materials licensed under <a href="../LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.15.0" class="external-link">sandpaper (0.15.0)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.3" class="external-link">pegboard (0.7.3)</a>,
-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -1075,7 +1076,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://swcarpentry.github.io/r-novice-gapminder/instructor/08-plot-ggplot2.html",
   "dateCreated": "2015-04-18",
   "dateModified": "2023-11-21",
-  "datePublished": "2023-11-28"
+  "datePublished": "2023-12-05"
 }
 
   </script><script>
diff --git a/instructor/09-vectorization.html b/instructor/09-vectorization.html
index 322ad58de..89d558244 100644
--- a/instructor/09-vectorization.html
+++ b/instructor/09-vectorization.html
@@ -65,7 +65,8 @@
           <button class="nav-link dropdown-toggle" id="navbarDropdown" data-bs-toggle="dropdown" aria-expanded="false">
             More <i data-feather="chevron-down"></i>
           </button>
-          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"></ul></li>
+          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Reference</a></li>
+          </ul></li>
       </ul></div>
     <form class="d-flex col-md-2 search-form">
       <fieldset disabled><input class="form-control me-2 searchbox" type="search" placeholder="Search" aria-label="Search"><button class="btn btn-outline-success tablet-search-button" type="submit">
@@ -305,7 +306,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                       <li>
                         <a href="../instructor/images.html">Extract All Images</a>
                       </li>
-                      
+                      <hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Reference</a></li>
                     </ul></div>
                 </div>
               </div>
@@ -966,9 +967,9 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         <p>Materials licensed under <a href="../LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.15.0" class="external-link">sandpaper (0.15.0)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.3" class="external-link">pegboard (0.7.3)</a>,
-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -990,7 +991,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://swcarpentry.github.io/r-novice-gapminder/instructor/09-vectorization.html",
   "dateCreated": "2015-04-18",
   "dateModified": "2023-11-21",
-  "datePublished": "2023-11-28"
+  "datePublished": "2023-12-05"
 }
 
   </script><script>
diff --git a/instructor/10-functions.html b/instructor/10-functions.html
index fcc27bb48..9dc1f90a8 100644
--- a/instructor/10-functions.html
+++ b/instructor/10-functions.html
@@ -65,7 +65,8 @@
           <button class="nav-link dropdown-toggle" id="navbarDropdown" data-bs-toggle="dropdown" aria-expanded="false">
             More <i data-feather="chevron-down"></i>
           </button>
-          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"></ul></li>
+          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Reference</a></li>
+          </ul></li>
       </ul></div>
     <form class="d-flex col-md-2 search-form">
       <fieldset disabled><input class="form-control me-2 searchbox" type="search" placeholder="Search" aria-label="Search"><button class="btn btn-outline-success tablet-search-button" type="submit">
@@ -315,7 +316,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                       <li>
                         <a href="../instructor/images.html">Extract All Images</a>
                       </li>
-                      
+                      <hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Reference</a></li>
                     </ul></div>
                 </div>
               </div>
@@ -1167,9 +1168,9 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         <p>Materials licensed under <a href="../LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.15.0" class="external-link">sandpaper (0.15.0)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.3" class="external-link">pegboard (0.7.3)</a>,
-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -1191,7 +1192,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://swcarpentry.github.io/r-novice-gapminder/instructor/10-functions.html",
   "dateCreated": "2015-04-18",
   "dateModified": "2023-11-21",
-  "datePublished": "2023-11-28"
+  "datePublished": "2023-12-05"
 }
 
   </script><script>
diff --git a/instructor/11-writing-data.html b/instructor/11-writing-data.html
index 4bccc4033..89b01a45c 100644
--- a/instructor/11-writing-data.html
+++ b/instructor/11-writing-data.html
@@ -65,7 +65,8 @@
           <button class="nav-link dropdown-toggle" id="navbarDropdown" data-bs-toggle="dropdown" aria-expanded="false">
             More <i data-feather="chevron-down"></i>
           </button>
-          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"></ul></li>
+          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Reference</a></li>
+          </ul></li>
       </ul></div>
     <form class="d-flex col-md-2 search-form">
       <fieldset disabled><input class="form-control me-2 searchbox" type="search" placeholder="Search" aria-label="Search"><button class="btn btn-outline-success tablet-search-button" type="submit">
@@ -313,7 +314,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                       <li>
                         <a href="../instructor/images.html">Extract All Images</a>
                       </li>
-                      
+                      <hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Reference</a></li>
                     </ul></div>
                 </div>
               </div>
@@ -633,9 +634,9 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         <p>Materials licensed under <a href="../LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.15.0" class="external-link">sandpaper (0.15.0)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.3" class="external-link">pegboard (0.7.3)</a>,
-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -657,7 +658,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://swcarpentry.github.io/r-novice-gapminder/instructor/11-writing-data.html",
   "dateCreated": "2015-04-18",
   "dateModified": "2023-11-21",
-  "datePublished": "2023-11-28"
+  "datePublished": "2023-12-05"
 }
 
   </script><script>
diff --git a/instructor/12-plyr.html b/instructor/12-plyr.html
index e816b1a58..a330b533d 100644
--- a/instructor/12-plyr.html
+++ b/instructor/12-plyr.html
@@ -65,7 +65,8 @@
           <button class="nav-link dropdown-toggle" id="navbarDropdown" data-bs-toggle="dropdown" aria-expanded="false">
             More <i data-feather="chevron-down"></i>
           </button>
-          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"></ul></li>
+          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Reference</a></li>
+          </ul></li>
       </ul></div>
     <form class="d-flex col-md-2 search-form">
       <fieldset disabled><input class="form-control me-2 searchbox" type="search" placeholder="Search" aria-label="Search"><button class="btn btn-outline-success tablet-search-button" type="submit">
@@ -312,7 +313,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                       <li>
                         <a href="../instructor/images.html">Extract All Images</a>
                       </li>
-                      
+                      <hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Reference</a></li>
                     </ul></div>
                 </div>
               </div>
@@ -566,7 +567,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Solution to Challenge 1
   </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="cb12">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -798,7 +799,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Solution to Challenge 2
   </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="cb21">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -900,7 +901,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Solution to Alternative Challenge
   </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>Answer 3 will calculate the average life expectancy per
 continent.</p>
@@ -957,9 +958,9 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         <p>Materials licensed under <a href="../LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.15.0" class="external-link">sandpaper (0.15.0)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.3" class="external-link">pegboard (0.7.3)</a>,
-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -981,7 +982,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://swcarpentry.github.io/r-novice-gapminder/instructor/12-plyr.html",
   "dateCreated": "2015-04-18",
   "dateModified": "2023-11-21",
-  "datePublished": "2023-11-28"
+  "datePublished": "2023-12-05"
 }
 
   </script><script>
diff --git a/instructor/13-dplyr.html b/instructor/13-dplyr.html
index 29baa7f16..730c94e15 100644
--- a/instructor/13-dplyr.html
+++ b/instructor/13-dplyr.html
@@ -65,7 +65,8 @@
           <button class="nav-link dropdown-toggle" id="navbarDropdown" data-bs-toggle="dropdown" aria-expanded="false">
             More <i data-feather="chevron-down"></i>
           </button>
-          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"></ul></li>
+          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Reference</a></li>
+          </ul></li>
       </ul></div>
     <form class="d-flex col-md-2 search-form">
       <fieldset disabled><input class="form-control me-2 searchbox" type="search" placeholder="Search" aria-label="Search"><button class="btn btn-outline-success tablet-search-button" type="submit">
@@ -321,7 +322,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                       <li>
                         <a href="../instructor/images.html">Extract All Images</a>
                       </li>
-                      
+                      <hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Reference</a></li>
                     </ul></div>
                 </div>
               </div>
@@ -608,7 +609,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Solution to Challenge 1
   </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="cb16">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -741,7 +742,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Solution to Challenge 2
   </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="cb23">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1105,7 +1106,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Solution to Advanced Challenge
   </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="cb52">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1190,9 +1191,9 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         <p>Materials licensed under <a href="../LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.15.0" class="external-link">sandpaper (0.15.0)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.3" class="external-link">pegboard (0.7.3)</a>,
-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -1214,7 +1215,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://swcarpentry.github.io/r-novice-gapminder/instructor/13-dplyr.html",
   "dateCreated": "2015-04-18",
   "dateModified": "2023-11-23",
-  "datePublished": "2023-11-28"
+  "datePublished": "2023-12-05"
 }
 
   </script><script>
diff --git a/instructor/14-tidyr.html b/instructor/14-tidyr.html
index d3fed946f..11d3bf73e 100644
--- a/instructor/14-tidyr.html
+++ b/instructor/14-tidyr.html
@@ -65,7 +65,8 @@
           <button class="nav-link dropdown-toggle" id="navbarDropdown" data-bs-toggle="dropdown" aria-expanded="false">
             More <i data-feather="chevron-down"></i>
           </button>
-          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"></ul></li>
+          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Reference</a></li>
+          </ul></li>
       </ul></div>
     <form class="d-flex col-md-2 search-form">
       <fieldset disabled><input class="form-control me-2 searchbox" type="search" placeholder="Search" aria-label="Search"><button class="btn btn-outline-success tablet-search-button" type="submit">
@@ -315,7 +316,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                       <li>
                         <a href="../instructor/images.html">Extract All Images</a>
                       </li>
-                      
+                      <hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Reference</a></li>
                     </ul></div>
                 </div>
               </div>
@@ -1110,9 +1111,9 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         <p>Materials licensed under <a href="../LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.15.0" class="external-link">sandpaper (0.15.0)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.3" class="external-link">pegboard (0.7.3)</a>,
-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -1134,7 +1135,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://swcarpentry.github.io/r-novice-gapminder/instructor/14-tidyr.html",
   "dateCreated": "2015-04-18",
   "dateModified": "2023-11-23",
-  "datePublished": "2023-11-28"
+  "datePublished": "2023-12-05"
 }
 
   </script><script>
diff --git a/instructor/15-knitr-markdown.html b/instructor/15-knitr-markdown.html
index 744ce187b..34b5c97fe 100644
--- a/instructor/15-knitr-markdown.html
+++ b/instructor/15-knitr-markdown.html
@@ -65,7 +65,8 @@
           <button class="nav-link dropdown-toggle" id="navbarDropdown" data-bs-toggle="dropdown" aria-expanded="false">
             More <i data-feather="chevron-down"></i>
           </button>
-          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"></ul></li>
+          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Reference</a></li>
+          </ul></li>
       </ul></div>
     <form class="d-flex col-md-2 search-form">
       <fieldset disabled><input class="form-control me-2 searchbox" type="search" placeholder="Search" aria-label="Search"><button class="btn btn-outline-success tablet-search-button" type="submit">
@@ -323,7 +324,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                       <li>
                         <a href="../instructor/images.html">Extract All Images</a>
                       </li>
-                      
+                      <hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Reference</a></li>
                     </ul></div>
                 </div>
               </div>
@@ -543,7 +544,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Solution to Challenge 1
   </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 RStudio, select File &gt; New file &gt; R Markdown…</p>
 <p>Delete the placeholder text and add the following:</p>
@@ -622,7 +623,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Solution to Challenge 2
   </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">
 <pre>
 ```{r load-ggplot2}
@@ -710,7 +711,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Solution to Challenge 3
   </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">
 <pre>
 ```{r echo = FALSE, fig.width = 3}
@@ -760,7 +761,7 @@ <h4 class="accordion-header" id="headingSolution4">
   Solution to Challenge 4
   </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">
 <p>Here’s some inline code to determine that 2 + 2 = <code>4</code>.</p>
 </div>
@@ -885,9 +886,9 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         <p>Materials licensed under <a href="../LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.15.0" class="external-link">sandpaper (0.15.0)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.3" class="external-link">pegboard (0.7.3)</a>,
-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -909,7 +910,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://swcarpentry.github.io/r-novice-gapminder/instructor/15-knitr-markdown.html",
   "dateCreated": "2015-04-18",
   "dateModified": "2023-11-21",
-  "datePublished": "2023-11-28"
+  "datePublished": "2023-12-05"
 }
 
   </script><script>
diff --git a/instructor/16-wrap-up.html b/instructor/16-wrap-up.html
index 910f37b4c..daeab27bb 100644
--- a/instructor/16-wrap-up.html
+++ b/instructor/16-wrap-up.html
@@ -65,7 +65,8 @@
           <button class="nav-link dropdown-toggle" id="navbarDropdown" data-bs-toggle="dropdown" aria-expanded="false">
             More <i data-feather="chevron-down"></i>
           </button>
-          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"></ul></li>
+          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Reference</a></li>
+          </ul></li>
       </ul></div>
     <form class="d-flex col-md-2 search-form">
       <fieldset disabled><input class="form-control me-2 searchbox" type="search" placeholder="Search" aria-label="Search"><button class="btn btn-outline-success tablet-search-button" type="submit">
@@ -319,7 +320,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                       <li>
                         <a href="../instructor/images.html">Extract All Images</a>
                       </li>
-                      
+                      <hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Reference</a></li>
                     </ul></div>
                 </div>
               </div>
@@ -533,9 +534,9 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         <p>Materials licensed under <a href="../LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.15.0" class="external-link">sandpaper (0.15.0)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.3" class="external-link">pegboard (0.7.3)</a>,
-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -557,7 +558,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://swcarpentry.github.io/r-novice-gapminder/instructor/16-wrap-up.html",
   "dateCreated": "2015-04-18",
   "dateModified": "2023-11-21",
-  "datePublished": "2023-11-28"
+  "datePublished": "2023-12-05"
 }
 
   </script><script>
diff --git a/instructor/404.html b/instructor/404.html
index 7290cb1c0..021d632a8 100644
--- a/instructor/404.html
+++ b/instructor/404.html
@@ -396,9 +396,9 @@ <h1>Page not found</h1>
         <p>Materials licensed under <a href="https://swcarpentry.github.io/r-novice-gapminder/LICENSE.html" class="external-link">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.15.0" class="external-link">sandpaper (0.15.0)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.3" class="external-link">pegboard (0.7.3)</a>,
-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -419,8 +419,8 @@ <h1>Page not found</h1>
   "url": "https://swcarpentry.github.io/r-novice-gapminder/instructor/404.html",
   "identifier": "https://swcarpentry.github.io/r-novice-gapminder/instructor/404.html",
   "dateCreated": "2015-04-18",
-  "dateModified": "2023-11-28",
-  "datePublished": "2023-11-28"
+  "dateModified": "2023-12-05",
+  "datePublished": "2023-12-05"
 }
 
   </script><script>
diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index a32c4342b..d3096b758 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
@@ -65,7 +65,8 @@
           <button class="nav-link dropdown-toggle" id="navbarDropdown" data-bs-toggle="dropdown" aria-expanded="false">
             More <i data-feather="chevron-down"></i>
           </button>
-          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"></ul></li>
+          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Reference</a></li>
+          </ul></li>
       </ul></div>
     <form class="d-flex col-md-2 search-form">
       <fieldset disabled><input class="form-control me-2 searchbox" type="search" placeholder="Search" aria-label="Search"><button class="btn btn-outline-success tablet-search-button" type="submit">
@@ -301,7 +302,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                       <li>
                         <a href="../instructor/images.html">Extract All Images</a>
                       </li>
-                      
+                      <hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Reference</a></li>
                     </ul></div>
                 </div>
               </div>
@@ -396,9 +397,9 @@ <h1>Contributor Code of Conduct</h1>
         <p>Materials licensed under <a href="../LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.15.0" class="external-link">sandpaper (0.15.0)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.3" class="external-link">pegboard (0.7.3)</a>,
-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -420,7 +421,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://swcarpentry.github.io/r-novice-gapminder/instructor/CODE_OF_CONDUCT.html",
   "dateCreated": "2015-04-18",
   "dateModified": "2023-11-21",
-  "datePublished": "2023-11-28"
+  "datePublished": "2023-12-05"
 }
 
   </script><script>
diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index 678769e72..dc50be1cd 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -65,7 +65,8 @@
           <button class="nav-link dropdown-toggle" id="navbarDropdown" data-bs-toggle="dropdown" aria-expanded="false">
             More <i data-feather="chevron-down"></i>
           </button>
-          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"></ul></li>
+          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Reference</a></li>
+          </ul></li>
       </ul></div>
     <form class="d-flex col-md-2 search-form">
       <fieldset disabled><input class="form-control me-2 searchbox" type="search" placeholder="Search" aria-label="Search"><button class="btn btn-outline-success tablet-search-button" type="submit">
@@ -301,7 +302,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                       <li>
                         <a href="../instructor/images.html">Extract All Images</a>
                       </li>
-                      
+                      <hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Reference</a></li>
                     </ul></div>
                 </div>
               </div>
@@ -447,9 +448,9 @@ <h1>Licenses</h1>
         <p>Materials licensed under <a href="../LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.15.0" class="external-link">sandpaper (0.15.0)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.3" class="external-link">pegboard (0.7.3)</a>,
-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -471,7 +472,7 @@ <h1>Licenses</h1>
   "identifier": "https://swcarpentry.github.io/r-novice-gapminder/instructor/LICENSE.html",
   "dateCreated": "2015-04-18",
   "dateModified": "2023-11-21",
-  "datePublished": "2023-11-28"
+  "datePublished": "2023-12-05"
 }
 
   </script><script>
diff --git a/instructor/aio.html b/instructor/aio.html
index 4014f8468..5fbcd3af4 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -85,7 +85,11 @@
           <button class="nav-link dropdown-toggle" id="navbarDropdown" data-bs-toggle="dropdown" aria-expanded="false">
             More <i data-feather="chevron-down"></i>
           </button>
-          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"></ul>
+          <ul class="dropdown-menu" aria-labelledby="navbarDropdown">
+<hr>
+<li><a class="dropdown-item" href="discuss.html">Discussion</a></li>
+<li><a class="dropdown-item" href="reference.html">Reference</a></li>
+          </ul>
 </li>
       </ul>
 </div>
@@ -385,7 +389,9 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                       <li>
                         <a href="../instructor/images.html">Extract All Images</a>
                       </li>
-                      
+                      <hr>
+<li><a class="dropdown-item" href="discuss.html">Discussion</a></li>
+<li><a class="dropdown-item" href="reference.html">Reference</a></li>
                     </ul>
 </div>
                 </div>
@@ -1014,7 +1020,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Solution to challenge 1
   </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>The following can be used as R variables:</p>
 <div class="codewrapper sourceCode" id="cb44">
@@ -1301,7 +1307,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Solution to challenge 2
   </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="cb64">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1357,7 +1363,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Solution to challenge 3
   </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">
 <p>One way of answering this question in R is to use the
 <code>&gt;</code> to set up the following:</p>
@@ -1398,7 +1404,7 @@ <h4 class="accordion-header" id="headingSolution4">
   Solution to challenge 4
   </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">
 <p>We can use the <code>rm</code> command to accomplish this task</p>
 <div class="codewrapper sourceCode" id="cb70">
@@ -1431,7 +1437,7 @@ <h4 class="accordion-header" id="headingSolution5">
   Solution to challenge 5
   </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <p>We can use the <code>install.packages()</code> command to install the
 required packages.</p>
@@ -6830,7 +6836,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Solution to Challenge 1
   </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">
 <p>We will first see a solution to Challenge 1 which does not use the
 <code>any()</code> function. We first obtain a logical vector describing
@@ -7177,7 +7183,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Solution to Challenge 2
   </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">
 <p>We can check whether the two vectors are identical using the
 <code>all()</code> function:</p>
@@ -7263,7 +7269,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Solution to Challenge 3
   </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p><strong>Step 1</strong>: We want to make sure we can extract all the
 unique values of the continent vector</p>
@@ -7346,7 +7352,7 @@ <h4 class="accordion-header" id="headingSolution4">
   Solution to Challenge 4
   </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <p>We modify our solution to Challenge 3 by now adding two thresholds,
 <code>lowerThreshold</code> and <code>upperThreshold</code> and
@@ -7397,7 +7403,7 @@ <h4 class="accordion-header" id="headingSolution5">
   Solution for Challenge 5
   </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
 <div class="accordion-body">
 <p>We will use the <code>grep()</code> command that was introduced in
 the <a href="https://swcarpentry.github.io/shell-novice/07-find.html" class="external-link">Unix
@@ -7616,7 +7622,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Solution to challenge 1
   </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>Here is one possible solution:</p>
 <div class="codewrapper sourceCode" id="cb5">
@@ -7658,7 +7664,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Solution to challenge 2
   </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">
 <p>The solution presented below adds <code>color=continent</code> to the
 call of the <code>aes</code> function. The general trend seems to
@@ -7772,7 +7778,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Solution to challenge 3
   </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">
 <p>The lines now get drawn over the points!</p>
 <div class="codewrapper sourceCode" id="cb11">
@@ -7906,7 +7912,7 @@ <h4 class="accordion-header" id="headingSolution4">
   Solution to challenge 4a
   </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">
 <p>Here a possible solution: Notice that the <code>color</code> argument
 is supplied outside of the <code>aes()</code> function. This means that
@@ -7951,7 +7957,7 @@ <h4 class="accordion-header" id="headingSolution5">
   Solution to challenge 4b
   </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <p>Here is a possible solution: Notice that supplying the
 <code>color</code> argument inside the <code>aes()</code> functions
@@ -8111,7 +8117,7 @@ <h4 class="accordion-header" id="headingSolution6">
   Solution to Challenge 5
   </h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
 <div class="accordion-body">
 <p>Here a possible solution: <code>xlab()</code> and <code>ylab()</code>
 set labels for the x and y axes, respectively The axis title, text and
@@ -10011,7 +10017,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Solution to Challenge 1
   </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="cb12">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -10243,7 +10249,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Solution to Challenge 2
   </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="cb21">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -10349,7 +10355,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Solution to Alternative Challenge
   </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>Answer 3 will calculate the average life expectancy per
 continent.</p>
@@ -10627,7 +10633,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Solution to Challenge 1
   </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="cb16">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -10762,7 +10768,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Solution to Challenge 2
   </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="cb23">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -11130,7 +11136,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Solution to Advanced Challenge
   </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="cb52">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -12108,7 +12114,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Solution to Challenge 1
   </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 RStudio, select File &gt; New file &gt; R Markdown…</p>
 <p>Delete the placeholder text and add the following:</p>
@@ -12191,7 +12197,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Solution to Challenge 2
   </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">
 <pre>
 ```{r load-ggplot2}
@@ -12283,7 +12289,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Solution to Challenge 3
   </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">
 <pre>
 ```{r echo = FALSE, fig.width = 3}
@@ -12334,7 +12340,7 @@ <h4 class="accordion-header" id="headingSolution4">
   Solution to Challenge 4
   </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">
 <p>Here’s some inline code to determine that 2 + 2 = <code>4</code>.</p>
 </div>
@@ -12607,9 +12613,9 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         <p>Materials licensed under <a href="../LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.15.0" class="external-link">sandpaper (0.15.0)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.3" class="external-link">pegboard (0.7.3)</a>,
-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
 			</div>
 		</footer>
 </div> <!-- / div.container -->
@@ -12631,8 +12637,8 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "url": "https://swcarpentry.github.io/r-novice-gapminder/instructor/aio.html",
   "identifier": "https://swcarpentry.github.io/r-novice-gapminder/instructor/aio.html",
   "dateCreated": "2015-04-18",
-  "dateModified": "2023-11-28",
-  "datePublished": "2023-11-28"
+  "dateModified": "2023-12-05",
+  "datePublished": "2023-12-05"
 }
 
   </script><script>
diff --git a/instructor/discuss.html b/instructor/discuss.html
index 9b0a2dd55..659d1ee4a 100644
--- a/instructor/discuss.html
+++ b/instructor/discuss.html
@@ -65,7 +65,8 @@
           <button class="nav-link dropdown-toggle" id="navbarDropdown" data-bs-toggle="dropdown" aria-expanded="false">
             More <i data-feather="chevron-down"></i>
           </button>
-          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"></ul></li>
+          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Reference</a></li>
+          </ul></li>
       </ul></div>
     <form class="d-flex col-md-2 search-form">
       <fieldset disabled><input class="form-control me-2 searchbox" type="search" placeholder="Search" aria-label="Search"><button class="btn btn-outline-success tablet-search-button" type="submit">
@@ -301,7 +302,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                       <li>
                         <a href="../instructor/images.html">Extract All Images</a>
                       </li>
-                      
+                      <hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Reference</a></li>
                     </ul></div>
                 </div>
               </div>
@@ -390,9 +391,9 @@ <h1>Discussion</h1>
         <p>Materials licensed under <a href="../LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.15.0" class="external-link">sandpaper (0.15.0)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.3" class="external-link">pegboard (0.7.3)</a>,
-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -414,7 +415,7 @@ <h1>Discussion</h1>
   "identifier": "https://swcarpentry.github.io/r-novice-gapminder/instructor/discuss.html",
   "dateCreated": "2015-04-18",
   "dateModified": "2023-11-21",
-  "datePublished": "2023-11-28"
+  "datePublished": "2023-12-05"
 }
 
   </script><script>
diff --git a/instructor/images.html b/instructor/images.html
index 1b06f6beb..e422df5df 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -85,7 +85,11 @@
           <button class="nav-link dropdown-toggle" id="navbarDropdown" data-bs-toggle="dropdown" aria-expanded="false">
             More <i data-feather="chevron-down"></i>
           </button>
-          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"></ul>
+          <ul class="dropdown-menu" aria-labelledby="navbarDropdown">
+<hr>
+<li><a class="dropdown-item" href="discuss.html">Discussion</a></li>
+<li><a class="dropdown-item" href="reference.html">Reference</a></li>
+          </ul>
 </li>
       </ul>
 </div>
@@ -385,7 +389,9 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                       <li>
                         <a href="../instructor/images.html">Extract All Images</a>
                       </li>
-                      
+                      <hr>
+<li><a class="dropdown-item" href="discuss.html">Discussion</a></li>
+<li><a class="dropdown-item" href="reference.html">Reference</a></li>
                     </ul>
 </div>
                 </div>
@@ -586,9 +592,9 @@ <h3 id="15-knitr-markdown-figure-3">Figure 3</h3>
         <p>Materials licensed under <a href="../LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.15.0" class="external-link">sandpaper (0.15.0)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.3" class="external-link">pegboard (0.7.3)</a>,
-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
 			</div>
 		</footer>
 </div> <!-- / div.container -->
@@ -610,8 +616,8 @@ <h3 id="15-knitr-markdown-figure-3">Figure 3</h3>
   "url": "https://swcarpentry.github.io/r-novice-gapminder/instructor/images.html",
   "identifier": "https://swcarpentry.github.io/r-novice-gapminder/instructor/images.html",
   "dateCreated": "2015-04-18",
-  "dateModified": "2023-11-28",
-  "datePublished": "2023-11-28"
+  "dateModified": "2023-12-05",
+  "datePublished": "2023-12-05"
 }
 
   </script><script>
diff --git a/instructor/index.html b/instructor/index.html
index e697494c5..45f7f01b1 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -65,7 +65,8 @@
           <button class="nav-link dropdown-toggle" id="navbarDropdown" data-bs-toggle="dropdown" aria-expanded="false">
             More <i data-feather="chevron-down"></i>
           </button>
-          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"></ul></li>
+          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Reference</a></li>
+          </ul></li>
       </ul></div>
     <form class="d-flex col-md-2 search-form">
       <fieldset disabled><input class="form-control me-2 searchbox" type="search" placeholder="Search" aria-label="Search"><button class="btn btn-outline-success tablet-search-button" type="submit">
@@ -305,7 +306,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                       <li>
                         <a href="../instructor/images.html">Extract All Images</a>
                       </li>
-                      
+                      <hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Reference</a></li>
                     </ul></div>
                 </div>
               </div>
@@ -569,9 +570,9 @@ <h3 class="callout-title">Prerequisites<a class="anchor" aria-label="anchor" hre
         <p>Materials licensed under <a href="../LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.15.0" class="external-link">sandpaper (0.15.0)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.3" class="external-link">pegboard (0.7.3)</a>,
-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -592,8 +593,8 @@ <h3 class="callout-title">Prerequisites<a class="anchor" aria-label="anchor" hre
   "url": "https://swcarpentry.github.io/r-novice-gapminder/instructor/index.html",
   "identifier": "https://swcarpentry.github.io/r-novice-gapminder/instructor/index.html",
   "dateCreated": "2015-04-18",
-  "dateModified": "2023-11-28",
-  "datePublished": "2023-11-28"
+  "dateModified": "2023-12-05",
+  "datePublished": "2023-12-05"
 }
 
   </script><script>
diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index b082fd3ce..920a8b761 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -85,7 +85,11 @@
           <button class="nav-link dropdown-toggle" id="navbarDropdown" data-bs-toggle="dropdown" aria-expanded="false">
             More <i data-feather="chevron-down"></i>
           </button>
-          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"></ul>
+          <ul class="dropdown-menu" aria-labelledby="navbarDropdown">
+<hr>
+<li><a class="dropdown-item" href="discuss.html">Discussion</a></li>
+<li><a class="dropdown-item" href="reference.html">Reference</a></li>
+          </ul>
 </li>
       </ul>
 </div>
@@ -385,7 +389,9 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                       <li>
                         <a href="../instructor/images.html">Extract All Images</a>
                       </li>
-                      
+                      <hr>
+<li><a class="dropdown-item" href="discuss.html">Discussion</a></li>
+<li><a class="dropdown-item" href="reference.html">Reference</a></li>
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.15.0" class="external-link">sandpaper (0.15.0)</a>,
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-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
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@@ -607,8 +613,8 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
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   "dateCreated": "2015-04-18",
-  "dateModified": "2023-11-28",
-  "datePublished": "2023-11-28"
+  "dateModified": "2023-12-05",
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 }
 
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diff --git a/instructor/key-points.html b/instructor/key-points.html
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--- a/instructor/key-points.html
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@@ -85,7 +85,11 @@
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-          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"></ul>
+          <ul class="dropdown-menu" aria-labelledby="navbarDropdown">
+<hr>
+<li><a class="dropdown-item" href="discuss.html">Discussion</a></li>
+<li><a class="dropdown-item" href="reference.html">Reference</a></li>
+          </ul>
 </li>
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 </div>
@@ -385,7 +389,9 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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-                      
+                      <hr>
+<li><a class="dropdown-item" href="discuss.html">Discussion</a></li>
+<li><a class="dropdown-item" href="reference.html">Reference</a></li>
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.15.0" class="external-link">sandpaper (0.15.0)</a>,
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-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
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 		</footer>
 </div> <!-- / div.container -->
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-  "dateModified": "2023-11-28",
-  "datePublished": "2023-11-28"
+  "dateModified": "2023-12-05",
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 }
 
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diff --git a/instructor/profiles.html b/instructor/profiles.html
index 5e7a1418d..6f40d1c6a 100644
--- a/instructor/profiles.html
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@@ -65,7 +65,8 @@
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             More <i data-feather="chevron-down"></i>
           </button>
-          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"></ul></li>
+          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Reference</a></li>
+          </ul></li>
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     <form class="d-flex col-md-2 search-form">
       <fieldset disabled><input class="form-control me-2 searchbox" type="search" placeholder="Search" aria-label="Search"><button class="btn btn-outline-success tablet-search-button" type="submit">
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                       <li>
                         <a href="../instructor/images.html">Extract All Images</a>
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-                      
+                      <hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Reference</a></li>
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.15.0" class="external-link">sandpaper (0.15.0)</a>,
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-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -369,8 +370,8 @@ <h1>Learner Profiles</h1>
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   "identifier": "https://swcarpentry.github.io/r-novice-gapminder/instructor/profiles.html",
   "dateCreated": "2015-04-18",
-  "dateModified": "2023-11-28",
-  "datePublished": "2023-11-28"
+  "dateModified": "2023-12-05",
+  "datePublished": "2023-12-05"
 }
 
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diff --git a/instructor/reference.html b/instructor/reference.html
index 0ef7a713e..332d77ce5 100644
--- a/instructor/reference.html
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@@ -65,7 +65,8 @@
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             More <i data-feather="chevron-down"></i>
           </button>
-          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"></ul></li>
+          <ul class="dropdown-menu" aria-labelledby="navbarDropdown"><hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Reference</a></li>
+          </ul></li>
       </ul></div>
     <form class="d-flex col-md-2 search-form">
       <fieldset disabled><input class="form-control me-2 searchbox" type="search" placeholder="Search" aria-label="Search"><button class="btn btn-outline-success tablet-search-button" type="submit">
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                       <li>
                         <a href="../instructor/images.html">Extract All Images</a>
                       </li>
-                      
+                      <hr><li><a class="dropdown-item" href="discuss.html">Discussion</a></li><li><a class="dropdown-item" href="reference.html">Reference</a></li>
                     </ul></div>
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.15.0" class="external-link">sandpaper (0.15.0)</a>,
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-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -932,7 +933,7 @@ <h1>Reference</h1>
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   "dateCreated": "2015-04-18",
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-  "datePublished": "2023-11-28"
+  "datePublished": "2023-12-05"
 }
 
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diff --git a/key-points.html b/key-points.html
index fab08fa2e..0adb90769 100644
--- a/key-points.html
+++ b/key-points.html
@@ -565,9 +565,9 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.15.0" class="external-link">sandpaper (0.15.0)</a>,
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-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
 			</div>
 		</footer>
 </div> <!-- / div.container -->
@@ -589,8 +589,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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   "identifier": "https://swcarpentry.github.io/r-novice-gapminder/key-points.html",
   "dateCreated": "2015-04-18",
-  "dateModified": "2023-11-28",
-  "datePublished": "2023-11-28"
+  "dateModified": "2023-12-05",
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 }
 
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diff --git a/pkgdown.yml b/pkgdown.yml
index 2b62985f9..a9b3f50f8 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,5 +2,5 @@ pandoc: 2.19.2
 pkgdown: 2.0.7
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+last_built: 2023-12-05T00:14Z
 
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index bf92b3f47..c19630527 100644
--- a/profiles.html
+++ b/profiles.html
@@ -347,9 +347,9 @@ <h1>Learner Profiles</h1>
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.15.0" class="external-link">sandpaper (0.15.0)</a>,
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-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -370,8 +370,8 @@ <h1>Learner Profiles</h1>
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   "identifier": "https://swcarpentry.github.io/r-novice-gapminder/profiles.html",
   "dateCreated": "2015-04-18",
-  "dateModified": "2023-11-28",
-  "datePublished": "2023-11-28"
+  "dateModified": "2023-12-05",
+  "datePublished": "2023-12-05"
 }
 
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diff --git a/reference.html b/reference.html
index 3f055419d..e0b46d4a2 100644
--- a/reference.html
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@@ -907,9 +907,9 @@ <h1>Reference</h1>
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
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-      and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
+      and <a href="https://github.com/carpentries/varnish/tree/0.4.0" class="external-link">varnish (0.4.0)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -931,7 +931,7 @@ <h1>Reference</h1>
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   "dateCreated": "2015-04-18",
   "dateModified": "2023-11-21",
-  "datePublished": "2023-11-28"
+  "datePublished": "2023-12-05"
 }
 
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