diff --git a/404.html b/404.html
index 2f61185..ce24cdd 100644
--- a/404.html
+++ b/404.html
@@ -250,7 +250,7 @@ <h1>Page not found</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">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/0.16.8" class="external-link">sandpaper (0.16.8)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.9" class="external-link">sandpaper (0.16.9)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -272,8 +272,8 @@ <h1>Page not found</h1>
   "url": "https://datacarpentry.github.io/geospatial-workshop/404.html",
   "identifier": "https://datacarpentry.github.io/geospatial-workshop/404.html",
   "dateCreated": "2018-03-06",
-  "dateModified": "2024-10-15",
-  "datePublished": "2024-10-15"
+  "dateModified": "2024-10-22",
+  "datePublished": "2024-10-22"
 }
 
   </script><script>
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index 18e2523..4c9e28c 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -277,7 +277,7 @@ <h1>Contributor Code of Conduct</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">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/0.16.8" class="external-link">sandpaper (0.16.8)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.9" class="external-link">sandpaper (0.16.9)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -300,7 +300,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://datacarpentry.github.io/geospatial-workshop/CODE_OF_CONDUCT.html",
   "dateCreated": "2018-03-06",
   "dateModified": "2023-09-18",
-  "datePublished": "2024-10-15"
+  "datePublished": "2024-10-22"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index 7124241..3af1907 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -326,7 +326,7 @@ <h1>Licenses</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">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/0.16.8" class="external-link">sandpaper (0.16.8)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.9" class="external-link">sandpaper (0.16.9)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -349,7 +349,7 @@ <h1>Licenses</h1>
   "identifier": "https://datacarpentry.github.io/geospatial-workshop/LICENSE.html",
   "dateCreated": "2018-03-06",
   "dateModified": "2023-09-18",
-  "datePublished": "2024-10-15"
+  "datePublished": "2024-10-22"
 }
 
   </script><script>
diff --git a/data.html b/data.html
index c90e977..d7cfa2a 100644
--- a/data.html
+++ b/data.html
@@ -369,7 +369,7 @@ <h3 id="about-the-landstat-7-ndvi-raster-data">About the Landstat 7 NDVI Raster
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">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/0.16.8" class="external-link">sandpaper (0.16.8)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.9" class="external-link">sandpaper (0.16.9)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -392,7 +392,7 @@ <h3 id="about-the-landstat-7-ndvi-raster-data">About the Landstat 7 NDVI Raster
   "identifier": "https://datacarpentry.github.io/geospatial-workshop/data.html",
   "dateCreated": "2018-03-06",
   "dateModified": "2023-09-18",
-  "datePublished": "2024-10-15"
+  "datePublished": "2024-10-22"
 }
 
   </script><script>
diff --git a/index.html b/index.html
index 697333b..49665c3 100644
--- a/index.html
+++ b/index.html
@@ -377,7 +377,7 @@ <h3 class="accordion-header" id="headingSpoiler1">
   Windows
   </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
 <div class="accordion-body">
 <p>To install the geospatial libraries, install the latest version <a href="https://cran.r-project.org/bin/windows/Rtools/" class="external-link">RTools</a></p>
 </div>
@@ -392,7 +392,7 @@ <h3 class="accordion-header" id="headingSpoiler2">
   macOS - Install with Packages (Beginner)
   </h3>
 </button>
-<div id="collapseSpoiler2" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler2" aria-labelledby="headingSpoiler2">
+<div id="collapseSpoiler2" class="accordion-collapse collapse" aria-labelledby="headingSpoiler2" data-bs-parent="#accordionSpoiler2">
 <div class="accordion-body">
 <p>The simplest way to install these geospatial libraries is to install
 the latest version of <a href="https://www.kyngchaos.com/software/frameworks" class="external-link">Kyng Chaos’s
@@ -417,7 +417,7 @@ <h3 class="accordion-header" id="headingSpoiler3">
   macOS - Install with Homebrew (Advanced)
   </h3>
 </button>
-<div id="collapseSpoiler3" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler3" aria-labelledby="headingSpoiler3">
+<div id="collapseSpoiler3" class="accordion-collapse collapse" aria-labelledby="headingSpoiler3" data-bs-parent="#accordionSpoiler3">
 <div class="accordion-body">
 <p>Alternatively, participants who are comfortable with the command line
 can install the geospatial libraries individually using <a href="https://brew.sh" class="external-link">homebrew</a>:</p>
@@ -440,7 +440,7 @@ <h3 class="accordion-header" id="headingSpoiler4">
   Linux
   </h3>
 </button>
-<div id="collapseSpoiler4" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler4" aria-labelledby="headingSpoiler4">
+<div id="collapseSpoiler4" class="accordion-collapse collapse" aria-labelledby="headingSpoiler4" data-bs-parent="#accordionSpoiler4">
 <div class="accordion-body">
 <p>Steps for installing the geospatial libraries will vary based on
 which form of Linux you are using. These instructions are adapted from
@@ -491,7 +491,7 @@ <h3 class="accordion-header" id="headingSpoiler5">
   Linux
   </h3>
 </button>
-<div id="collapseSpoiler5" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler5" aria-labelledby="headingSpoiler5">
+<div id="collapseSpoiler5" class="accordion-collapse collapse" aria-labelledby="headingSpoiler5" data-bs-parent="#accordionSpoiler5">
 <div class="accordion-body">
 <p>Steps for installing the geospatial will vary based on which form of
 Linux you are using. These instructions are adapted from the <a href="https://github.com/r-spatial/sf" class="external-link"><code>sf</code> package’s
@@ -537,7 +537,7 @@ <h3 class="accordion-header" id="headingSpoiler6">
   Windows
   </h3>
 </button>
-<div id="collapseSpoiler6" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler6" aria-labelledby="headingSpoiler6">
+<div id="collapseSpoiler6" class="accordion-collapse collapse" aria-labelledby="headingSpoiler6" data-bs-parent="#accordionSpoiler6">
 <div class="accordion-body">
 <p>To install <code>R</code>, Windows users should select “Download R
 for Windows” from RStudio and CRAN’s <a href="https://cloud.r-project.org" class="external-link">cloud download page</a>, which will
@@ -558,7 +558,7 @@ <h3 class="accordion-header" id="headingSpoiler7">
   macOS
   </h3>
 </button>
-<div id="collapseSpoiler7" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler7" aria-labelledby="headingSpoiler7">
+<div id="collapseSpoiler7" class="accordion-collapse collapse" aria-labelledby="headingSpoiler7" data-bs-parent="#accordionSpoiler7">
 <div class="accordion-body">
 <p>To install <code>R</code>, macOS users should select “Download R for
 (Mac) OS X” from RStudio and CRAN’s <a href="https://cloud.r-project.org" class="external-link">cloud download page</a>, which will
@@ -578,7 +578,7 @@ <h3 class="accordion-header" id="headingSpoiler8">
   Linux
   </h3>
 </button>
-<div id="collapseSpoiler8" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler8" aria-labelledby="headingSpoiler8">
+<div id="collapseSpoiler8" class="accordion-collapse collapse" aria-labelledby="headingSpoiler8" data-bs-parent="#accordionSpoiler8">
 <div class="accordion-body">
 <p>To install <code>R</code>, Linux users should select “Download R for
 Linux” from RStudio and CRAN’s <a href="https://cloud.r-project.org" class="external-link">cloud download page</a>, which will
@@ -685,7 +685,7 @@ <h3 class="accordion-header" id="headingSpoiler9">
   Downloading and Installing Docker Community Edition
   </h3>
 </button>
-<div id="collapseSpoiler9" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler9" aria-labelledby="headingSpoiler9">
+<div id="collapseSpoiler9" class="accordion-collapse collapse" aria-labelledby="headingSpoiler9" data-bs-parent="#accordionSpoiler9">
 <div class="accordion-body">
 <p>To get started with Docker, download the <a href="https://www.docker.com/community-edition" class="external-link">Docker Community
 Edition</a> from <a href="https://store.docker.com/search?type=edition&amp;offering=community" class="external-link">Docker’s
@@ -714,7 +714,7 @@ <h3 class="accordion-header" id="headingSpoiler10">
   Using the rocker/geospatial Docker Image via the Command Line
   </h3>
 </button>
-<div id="collapseSpoiler10" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler10" aria-labelledby="headingSpoiler10">
+<div id="collapseSpoiler10" class="accordion-collapse collapse" aria-labelledby="headingSpoiler10" data-bs-parent="#accordionSpoiler10">
 <div class="accordion-body">
 <div class="section level4">
 <h4 id="download-and-set-up">Download and Set-up<a class="anchor" aria-label="anchor" href="#download-and-set-up"></a></h4>
@@ -817,7 +817,7 @@ <h3 class="accordion-header" id="headingSpoiler11">
   Using the rocker/geospatial Docker Image via Kitematic
   </h3>
 </button>
-<div id="collapseSpoiler11" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler11" aria-labelledby="headingSpoiler11">
+<div id="collapseSpoiler11" class="accordion-collapse collapse" aria-labelledby="headingSpoiler11" data-bs-parent="#accordionSpoiler11">
 <div class="accordion-body">
 <div class="section level4">
 <h4 id="download-and-install-kitematic">Download and Install Kitematic<a class="anchor" aria-label="anchor" href="#download-and-install-kitematic"></a></h4>
@@ -873,7 +873,7 @@ <h3 class="accordion-header" id="headingSpoiler12">
   Managing Docker Containers and Images
   </h3>
 </button>
-<div id="collapseSpoiler12" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler12" aria-labelledby="headingSpoiler12">
+<div id="collapseSpoiler12" class="accordion-collapse collapse" aria-labelledby="headingSpoiler12" data-bs-parent="#accordionSpoiler12">
 <div class="accordion-body">
 <p>To obtain a list of all of your current Docker containers:</p>
 <div class="codewrapper sourceCode" id="cb18">
@@ -930,7 +930,7 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">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/0.16.8" class="external-link">sandpaper (0.16.8)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.9" class="external-link">sandpaper (0.16.9)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -952,8 +952,8 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
   "url": "https://datacarpentry.github.io/geospatial-workshop/index.html",
   "identifier": "https://datacarpentry.github.io/geospatial-workshop/index.html",
   "dateCreated": "2018-03-06",
-  "dateModified": "2024-10-15",
-  "datePublished": "2024-10-15"
+  "dateModified": "2024-10-22",
+  "datePublished": "2024-10-22"
 }
 
   </script><script>
diff --git a/instructor-notes.html b/instructor-notes.html
index cc80c77..b6db9f8 100644
--- a/instructor-notes.html
+++ b/instructor-notes.html
@@ -295,7 +295,7 @@ <h4 id="installation">Installation<a class="anchor" aria-label="anchor" href="#i
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">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/0.16.8" class="external-link">sandpaper (0.16.8)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.9" class="external-link">sandpaper (0.16.9)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -317,8 +317,8 @@ <h4 id="installation">Installation<a class="anchor" aria-label="anchor" href="#i
   "url": "https://datacarpentry.github.io/geospatial-workshop/instructor-notes.html",
   "identifier": "https://datacarpentry.github.io/geospatial-workshop/instructor-notes.html",
   "dateCreated": "2018-03-06",
-  "dateModified": "2024-10-15",
-  "datePublished": "2024-10-15"
+  "dateModified": "2024-10-22",
+  "datePublished": "2024-10-22"
 }
 
   </script><script>
diff --git a/instructor/404.html b/instructor/404.html
index 0434e0a..c496b2c 100644
--- a/instructor/404.html
+++ b/instructor/404.html
@@ -244,7 +244,7 @@ <h1>Page not found</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">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/0.16.8" class="external-link">sandpaper (0.16.8)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.9" class="external-link">sandpaper (0.16.9)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -266,8 +266,8 @@ <h1>Page not found</h1>
   "url": "https://datacarpentry.github.io/geospatial-workshop/instructor/404.html",
   "identifier": "https://datacarpentry.github.io/geospatial-workshop/instructor/404.html",
   "dateCreated": "2018-03-06",
-  "dateModified": "2024-10-15",
-  "datePublished": "2024-10-15"
+  "dateModified": "2024-10-22",
+  "datePublished": "2024-10-22"
 }
 
   </script><script>
diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index 5a9f8db..f63b533 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
@@ -273,7 +273,7 @@ <h1>Contributor Code of Conduct</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">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/0.16.8" class="external-link">sandpaper (0.16.8)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.9" class="external-link">sandpaper (0.16.9)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -296,7 +296,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://datacarpentry.github.io/geospatial-workshop/instructor/CODE_OF_CONDUCT.html",
   "dateCreated": "2018-03-06",
   "dateModified": "2023-09-18",
-  "datePublished": "2024-10-15"
+  "datePublished": "2024-10-22"
 }
 
   </script><script>
diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index ef1099a..30ee2ca 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -322,7 +322,7 @@ <h1>Licenses</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">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/0.16.8" class="external-link">sandpaper (0.16.8)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.9" class="external-link">sandpaper (0.16.9)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -345,7 +345,7 @@ <h1>Licenses</h1>
   "identifier": "https://datacarpentry.github.io/geospatial-workshop/instructor/LICENSE.html",
   "dateCreated": "2018-03-06",
   "dateModified": "2023-09-18",
-  "datePublished": "2024-10-15"
+  "datePublished": "2024-10-22"
 }
 
   </script><script>
diff --git a/instructor/data.html b/instructor/data.html
index d654e4f..0cd34c1 100644
--- a/instructor/data.html
+++ b/instructor/data.html
@@ -365,7 +365,7 @@ <h3 id="about-the-landstat-7-ndvi-raster-data">About the Landstat 7 NDVI Raster
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">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/0.16.8" class="external-link">sandpaper (0.16.8)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.9" class="external-link">sandpaper (0.16.9)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -388,7 +388,7 @@ <h3 id="about-the-landstat-7-ndvi-raster-data">About the Landstat 7 NDVI Raster
   "identifier": "https://datacarpentry.github.io/geospatial-workshop/instructor/data.html",
   "dateCreated": "2018-03-06",
   "dateModified": "2023-09-18",
-  "datePublished": "2024-10-15"
+  "datePublished": "2024-10-22"
 }
 
   </script><script>
diff --git a/instructor/index.html b/instructor/index.html
index 1d7a20f..ebef222 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -376,7 +376,7 @@ <h3 class="accordion-header" id="headingSpoiler1">
   Windows
   </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
 <div class="accordion-body">
 <p>To install the geospatial libraries, install the latest version <a href="https://cran.r-project.org/bin/windows/Rtools/" class="external-link">RTools</a></p>
 </div>
@@ -391,7 +391,7 @@ <h3 class="accordion-header" id="headingSpoiler2">
   macOS - Install with Packages (Beginner)
   </h3>
 </button>
-<div id="collapseSpoiler2" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler2" aria-labelledby="headingSpoiler2">
+<div id="collapseSpoiler2" class="accordion-collapse collapse" aria-labelledby="headingSpoiler2" data-bs-parent="#accordionSpoiler2">
 <div class="accordion-body">
 <p>The simplest way to install these geospatial libraries is to install
 the latest version of <a href="https://www.kyngchaos.com/software/frameworks" class="external-link">Kyng Chaos’s
@@ -416,7 +416,7 @@ <h3 class="accordion-header" id="headingSpoiler3">
   macOS - Install with Homebrew (Advanced)
   </h3>
 </button>
-<div id="collapseSpoiler3" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler3" aria-labelledby="headingSpoiler3">
+<div id="collapseSpoiler3" class="accordion-collapse collapse" aria-labelledby="headingSpoiler3" data-bs-parent="#accordionSpoiler3">
 <div class="accordion-body">
 <p>Alternatively, participants who are comfortable with the command line
 can install the geospatial libraries individually using <a href="https://brew.sh" class="external-link">homebrew</a>:</p>
@@ -439,7 +439,7 @@ <h3 class="accordion-header" id="headingSpoiler4">
   Linux
   </h3>
 </button>
-<div id="collapseSpoiler4" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler4" aria-labelledby="headingSpoiler4">
+<div id="collapseSpoiler4" class="accordion-collapse collapse" aria-labelledby="headingSpoiler4" data-bs-parent="#accordionSpoiler4">
 <div class="accordion-body">
 <p>Steps for installing the geospatial libraries will vary based on
 which form of Linux you are using. These instructions are adapted from
@@ -490,7 +490,7 @@ <h3 class="accordion-header" id="headingSpoiler5">
   Linux
   </h3>
 </button>
-<div id="collapseSpoiler5" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler5" aria-labelledby="headingSpoiler5">
+<div id="collapseSpoiler5" class="accordion-collapse collapse" aria-labelledby="headingSpoiler5" data-bs-parent="#accordionSpoiler5">
 <div class="accordion-body">
 <p>Steps for installing the geospatial will vary based on which form of
 Linux you are using. These instructions are adapted from the <a href="https://github.com/r-spatial/sf" class="external-link"><code>sf</code> package’s
@@ -536,7 +536,7 @@ <h3 class="accordion-header" id="headingSpoiler6">
   Windows
   </h3>
 </button>
-<div id="collapseSpoiler6" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler6" aria-labelledby="headingSpoiler6">
+<div id="collapseSpoiler6" class="accordion-collapse collapse" aria-labelledby="headingSpoiler6" data-bs-parent="#accordionSpoiler6">
 <div class="accordion-body">
 <p>To install <code>R</code>, Windows users should select “Download R
 for Windows” from RStudio and CRAN’s <a href="https://cloud.r-project.org" class="external-link">cloud download page</a>, which will
@@ -557,7 +557,7 @@ <h3 class="accordion-header" id="headingSpoiler7">
   macOS
   </h3>
 </button>
-<div id="collapseSpoiler7" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler7" aria-labelledby="headingSpoiler7">
+<div id="collapseSpoiler7" class="accordion-collapse collapse" aria-labelledby="headingSpoiler7" data-bs-parent="#accordionSpoiler7">
 <div class="accordion-body">
 <p>To install <code>R</code>, macOS users should select “Download R for
 (Mac) OS X” from RStudio and CRAN’s <a href="https://cloud.r-project.org" class="external-link">cloud download page</a>, which will
@@ -577,7 +577,7 @@ <h3 class="accordion-header" id="headingSpoiler8">
   Linux
   </h3>
 </button>
-<div id="collapseSpoiler8" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler8" aria-labelledby="headingSpoiler8">
+<div id="collapseSpoiler8" class="accordion-collapse collapse" aria-labelledby="headingSpoiler8" data-bs-parent="#accordionSpoiler8">
 <div class="accordion-body">
 <p>To install <code>R</code>, Linux users should select “Download R for
 Linux” from RStudio and CRAN’s <a href="https://cloud.r-project.org" class="external-link">cloud download page</a>, which will
@@ -684,7 +684,7 @@ <h3 class="accordion-header" id="headingSpoiler9">
   Downloading and Installing Docker Community Edition
   </h3>
 </button>
-<div id="collapseSpoiler9" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler9" aria-labelledby="headingSpoiler9">
+<div id="collapseSpoiler9" class="accordion-collapse collapse" aria-labelledby="headingSpoiler9" data-bs-parent="#accordionSpoiler9">
 <div class="accordion-body">
 <p>To get started with Docker, download the <a href="https://www.docker.com/community-edition" class="external-link">Docker Community
 Edition</a> from <a href="https://store.docker.com/search?type=edition&amp;offering=community" class="external-link">Docker’s
@@ -713,7 +713,7 @@ <h3 class="accordion-header" id="headingSpoiler10">
   Using the rocker/geospatial Docker Image via the Command Line
   </h3>
 </button>
-<div id="collapseSpoiler10" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler10" aria-labelledby="headingSpoiler10">
+<div id="collapseSpoiler10" class="accordion-collapse collapse" aria-labelledby="headingSpoiler10" data-bs-parent="#accordionSpoiler10">
 <div class="accordion-body">
 <div class="section level4">
 <h4 id="download-and-set-up">Download and Set-up<a class="anchor" aria-label="anchor" href="#download-and-set-up"></a></h4>
@@ -816,7 +816,7 @@ <h3 class="accordion-header" id="headingSpoiler11">
   Using the rocker/geospatial Docker Image via Kitematic
   </h3>
 </button>
-<div id="collapseSpoiler11" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler11" aria-labelledby="headingSpoiler11">
+<div id="collapseSpoiler11" class="accordion-collapse collapse" aria-labelledby="headingSpoiler11" data-bs-parent="#accordionSpoiler11">
 <div class="accordion-body">
 <div class="section level4">
 <h4 id="download-and-install-kitematic">Download and Install Kitematic<a class="anchor" aria-label="anchor" href="#download-and-install-kitematic"></a></h4>
@@ -872,7 +872,7 @@ <h3 class="accordion-header" id="headingSpoiler12">
   Managing Docker Containers and Images
   </h3>
 </button>
-<div id="collapseSpoiler12" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler12" aria-labelledby="headingSpoiler12">
+<div id="collapseSpoiler12" class="accordion-collapse collapse" aria-labelledby="headingSpoiler12" data-bs-parent="#accordionSpoiler12">
 <div class="accordion-body">
 <p>To obtain a list of all of your current Docker containers:</p>
 <div class="codewrapper sourceCode" id="cb18">
@@ -929,7 +929,7 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">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/0.16.8" class="external-link">sandpaper (0.16.8)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.9" class="external-link">sandpaper (0.16.9)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -951,8 +951,8 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
   "url": "https://datacarpentry.github.io/geospatial-workshop/instructor/index.html",
   "identifier": "https://datacarpentry.github.io/geospatial-workshop/instructor/index.html",
   "dateCreated": "2018-03-06",
-  "dateModified": "2024-10-15",
-  "datePublished": "2024-10-15"
+  "dateModified": "2024-10-22",
+  "datePublished": "2024-10-22"
 }
 
   </script><script>
diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index 43f6db8..d4ce7ca 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -289,7 +289,7 @@ <h4 id="installation">Installation<a class="anchor" aria-label="anchor" href="#i
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">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/0.16.8" class="external-link">sandpaper (0.16.8)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.9" class="external-link">sandpaper (0.16.9)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -311,8 +311,8 @@ <h4 id="installation">Installation<a class="anchor" aria-label="anchor" href="#i
   "url": "https://datacarpentry.github.io/geospatial-workshop/instructor/instructor-notes.html",
   "identifier": "https://datacarpentry.github.io/geospatial-workshop/instructor/instructor-notes.html",
   "dateCreated": "2018-03-06",
-  "dateModified": "2024-10-15",
-  "datePublished": "2024-10-15"
+  "dateModified": "2024-10-22",
+  "datePublished": "2024-10-22"
 }
 
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diff --git a/instructor/profiles.html b/instructor/profiles.html
index 8933a0c..6a90f8d 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -232,7 +232,7 @@ <h1>Learner Profiles</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">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/0.16.8" class="external-link">sandpaper (0.16.8)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.9" class="external-link">sandpaper (0.16.9)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -254,8 +254,8 @@ <h1>Learner Profiles</h1>
   "url": "https://datacarpentry.github.io/geospatial-workshop/instructor/profiles.html",
   "identifier": "https://datacarpentry.github.io/geospatial-workshop/instructor/profiles.html",
   "dateCreated": "2018-03-06",
-  "dateModified": "2024-10-15",
-  "datePublished": "2024-10-15"
+  "dateModified": "2024-10-22",
+  "datePublished": "2024-10-22"
 }
 
   </script><script>
diff --git a/instructor/reference.html b/instructor/reference.html
index 4c1c07a..780f2d9 100644
--- a/instructor/reference.html
+++ b/instructor/reference.html
@@ -265,7 +265,7 @@ <h1>Glossary</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">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/0.16.8" class="external-link">sandpaper (0.16.8)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.9" class="external-link">sandpaper (0.16.9)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -288,7 +288,7 @@ <h1>Glossary</h1>
   "identifier": "https://datacarpentry.github.io/geospatial-workshop/instructor/reference.html",
   "dateCreated": "2018-03-06",
   "dateModified": "2023-09-18",
-  "datePublished": "2024-10-15"
+  "datePublished": "2024-10-22"
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   </script><script>
diff --git a/pkgdown.yml b/pkgdown.yml
index 721ad94..1352527 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,4 +2,4 @@ pandoc: 3.1.11
 pkgdown: 2.1.1
 pkgdown_sha: ~
 articles: {}
-last_built: 2024-10-15T01:12Z
+last_built: 2024-10-22T01:12Z
diff --git a/profiles.html b/profiles.html
index d9b23e6..9c0117b 100644
--- a/profiles.html
+++ b/profiles.html
@@ -238,7 +238,7 @@ <h1>Learner Profiles</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">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/0.16.8" class="external-link">sandpaper (0.16.8)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.9" class="external-link">sandpaper (0.16.9)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -260,8 +260,8 @@ <h1>Learner Profiles</h1>
   "url": "https://datacarpentry.github.io/geospatial-workshop/profiles.html",
   "identifier": "https://datacarpentry.github.io/geospatial-workshop/profiles.html",
   "dateCreated": "2018-03-06",
-  "dateModified": "2024-10-15",
-  "datePublished": "2024-10-15"
+  "dateModified": "2024-10-22",
+  "datePublished": "2024-10-22"
 }
 
   </script><script>
diff --git a/reference.html b/reference.html
index f43efb5..e67db90 100644
--- a/reference.html
+++ b/reference.html
@@ -269,7 +269,7 @@ <h1>Glossary</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">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/0.16.8" class="external-link">sandpaper (0.16.8)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.9" class="external-link">sandpaper (0.16.9)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
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 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -292,7 +292,7 @@ <h1>Glossary</h1>
   "identifier": "https://datacarpentry.github.io/geospatial-workshop/reference.html",
   "dateCreated": "2018-03-06",
   "dateModified": "2023-09-18",
-  "datePublished": "2024-10-15"
+  "datePublished": "2024-10-22"
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