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index e95d5320..255687f2 100644
--- a/01-intro-raster-data.html
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diff --git a/02-intro-vector-data.html b/02-intro-vector-data.html
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diff --git a/09-raster-calculations.html b/09-raster-calculations.html
index 6bde4e4c..32fee97e 100644
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index e19080d0..09d17a36 100644
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index 1f1bdbe8..db99895e 100644
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diff --git a/LICENSE.html b/LICENSE.html
index 7c733348..29ce14fd 100644
--- a/LICENSE.html
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index 7d8d1b16..ba99d5d0 100644
--- a/aio.html
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 <div class="accordion-body">
 <p>State boundaries are polygons. The Fisher Tower location is a point.
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index 2fc94688..e480ea6a 100644
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diff --git a/index.html b/index.html
index 3ff1d824..a958de96 100644
--- a/index.html
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   </h4>
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 <p>Note that the following installation steps require you to work from
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index e28c8803..96e4e127 100644
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index 3a9f7162..f4962580 100644
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 <p>State boundaries are polygons. The Fisher Tower location is a point.
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diff --git a/instructor/index.html b/instructor/index.html
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-<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">
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 <p><a href="https://www.youtube.com/watch?v=TcSAln46u9U" class="external-link">Video
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+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>Note that the following installation steps require you to work from
 the shell. If you run into any difficulties, please request help before
@@ -839,8 +839,8 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
   "url": "https://carpentries-incubator.github.io/geospatial-python/instructor/index.html",
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/instructor/index.html",
   "dateCreated": "2024-03-05",
-  "dateModified": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index d1561393..8f69ad6a 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -557,8 +557,8 @@ <h3 id="episode-5">Episode 5<a class="anchor" aria-label="anchor" href="#episode
   "url": "https://carpentries-incubator.github.io/geospatial-python/instructor/instructor-notes.html",
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/instructor/instructor-notes.html",
   "dateCreated": "2024-03-05",
-  "dateModified": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor/key-points.html b/instructor/key-points.html
index a80db478..efa61ca2 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
@@ -572,8 +572,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://carpentries-incubator.github.io/geospatial-python/instructor/key-points.html",
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/instructor/key-points.html",
   "dateCreated": "2024-03-05",
-  "dateModified": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor/profiles.html b/instructor/profiles.html
index ed25fc0e..3f9f59ea 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -401,8 +401,8 @@ <h1>Learner Profiles</h1>
   "url": "https://carpentries-incubator.github.io/geospatial-python/instructor/profiles.html",
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/instructor/profiles.html",
   "dateCreated": "2024-03-05",
-  "dateModified": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/key-points.html b/key-points.html
index f288fb25..f6315e89 100644
--- a/key-points.html
+++ b/key-points.html
@@ -572,8 +572,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://carpentries-incubator.github.io/geospatial-python/key-points.html",
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/key-points.html",
   "dateCreated": "2024-03-05",
-  "dateModified": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/pkgdown.yml b/pkgdown.yml
index b39f2fc6..a12c7938 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,4 +2,4 @@ pandoc: 3.1.11
 pkgdown: 2.1.0
 pkgdown_sha: ~
 articles: {}
-last_built: 2024-07-30T00:48Z
+last_built: 2024-08-06T00:49Z
diff --git a/profiles.html b/profiles.html
index 95755ed3..9a435eb8 100644
--- a/profiles.html
+++ b/profiles.html
@@ -402,8 +402,8 @@ <h1>Learner Profiles</h1>
   "url": "https://carpentries-incubator.github.io/geospatial-python/profiles.html",
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/profiles.html",
   "dateCreated": "2024-03-05",
-  "dateModified": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>