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diff --git a/02-intro-vector-data.html b/02-intro-vector-data.html
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.11" class="external-link">sandpaper (0.16.11)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.5" class="external-link">varnish (1.0.5)</a></p>
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@@ -671,7 +671,7 @@ <h3 class="callout-title">Key Points</h3>
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@@ -735,7 +735,7 @@ <h3 class="callout-title">Key Points</h3>
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.11" class="external-link">sandpaper (0.16.11)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.5" class="external-link">varnish (1.0.5)</a></p>
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@@ -758,7 +758,7 @@ <h3 class="callout-title">Key Points</h3>
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.11" class="external-link">sandpaper (0.16.11)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.5" class="external-link">varnish (1.0.5)</a></p>
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@@ -754,7 +754,7 @@ <h3 class="callout-title">Key Points</h3>
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diff --git a/05-access-data.html b/05-access-data.html
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@@ -1245,7 +1245,7 @@ <h3 class="callout-title">Key Points</h3>
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diff --git a/06-raster-intro.html b/06-raster-intro.html
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 	<div id="to-top">
@@ -1305,7 +1305,7 @@ <h3 class="callout-title">Key Points</h3>
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diff --git a/07-vector-data-in-python.html b/07-vector-data-in-python.html
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 	<div id="to-top">
@@ -1023,7 +1023,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/07-vector-data-in-python.html",
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diff --git a/08-crop-raster-data.html b/08-crop-raster-data.html
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 	<div id="to-top">
@@ -846,7 +846,7 @@ <h3 class="callout-title">Key Points</h3>
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diff --git a/09-raster-calculations.html b/09-raster-calculations.html
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 	<div id="to-top">
@@ -845,7 +845,7 @@ <h3 class="callout-title">Key Points</h3>
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diff --git a/10-zonal-statistics.html b/10-zonal-statistics.html
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 	<div id="to-top">
@@ -647,7 +647,7 @@ <h3 class="callout-title">Key Points</h3>
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diff --git a/11-parallel-raster-computations.html b/11-parallel-raster-computations.html
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 	<div id="to-top">
@@ -845,7 +845,7 @@ <h3 class="callout-title">Key Points</h3>
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diff --git a/12-data-cube.html b/12-data-cube.html
index 387c1b1b..7caa348b 100644
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@@ -441,8 +441,8 @@ <h1>Page not found</h1>
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@@ -452,7 +452,7 @@ <h1>Contributor Code of Conduct</h1>
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diff --git a/LICENSE.html b/LICENSE.html
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         <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>
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@@ -500,7 +500,7 @@ <h1>Licenses</h1>
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@@ -708,8 +708,8 @@ <h3 id="12-data-cube-figure-4">Figure 4</h3>
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 <p><a href="https://www.youtube.com/watch?v=TcSAln46u9U" class="external-link">Video
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@@ -556,8 +556,8 @@ <h3 id="episode-5">Episode 5<a class="anchor" aria-label="anchor" href="#episode
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@@ -731,7 +731,7 @@ <h3 class="callout-title">Key Points</h3>
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 	<div id="to-top">
@@ -672,7 +672,7 @@ <h3 class="callout-title">Key Points</h3>
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@@ -759,7 +759,7 @@ <h3 class="callout-title">Key Points</h3>
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.11" class="external-link">sandpaper (0.16.11)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.5" class="external-link">varnish (1.0.5)</a></p>
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@@ -755,7 +755,7 @@ <h3 class="callout-title">Key Points</h3>
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@@ -1246,7 +1246,7 @@ <h3 class="callout-title">Key Points</h3>
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@@ -1306,7 +1306,7 @@ <h3 class="callout-title">Key Points</h3>
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diff --git a/instructor/08-crop-raster-data.html b/instructor/08-crop-raster-data.html
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 	<div id="to-top">
@@ -847,7 +847,7 @@ <h3 class="callout-title">Key Points</h3>
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@@ -846,7 +846,7 @@ <h3 class="callout-title">Key Points</h3>
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 	<div id="to-top">
@@ -648,7 +648,7 @@ <h3 class="callout-title">Key Points</h3>
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.11" class="external-link">sandpaper (0.16.11)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.5" class="external-link">varnish (1.0.5)</a></p>
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 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -846,7 +846,7 @@ <h3 class="callout-title">Key Points</h3>
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.11" class="external-link">sandpaper (0.16.11)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.5" class="external-link">varnish (1.0.5)</a></p>
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 	<div id="to-top">
@@ -712,7 +712,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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diff --git a/instructor/404.html b/instructor/404.html
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.11" class="external-link">sandpaper (0.16.11)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.5" class="external-link">varnish (1.0.5)</a></p>
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.11" class="external-link">sandpaper (0.16.11)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.5" class="external-link">varnish (1.0.5)</a></p>
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@@ -453,7 +453,7 @@ <h1>Contributor Code of Conduct</h1>
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diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.11" class="external-link">sandpaper (0.16.11)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.5" class="external-link">varnish (1.0.5)</a></p>
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.11" class="external-link">sandpaper (0.16.11)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.5" class="external-link">varnish (1.0.5)</a></p>
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.11" class="external-link">sandpaper (0.16.11)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.5" class="external-link">varnish (1.0.5)</a></p>
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@@ -952,8 +952,8 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
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@@ -568,8 +568,8 @@ <h3 id="episode-5">Episode 5<a class="anchor" aria-label="anchor" href="#episode
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.11" class="external-link">sandpaper (0.16.11)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.5" class="external-link">varnish (1.0.5)</a></p>
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.11" class="external-link">sandpaper (0.16.11)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.5" class="external-link">varnish (1.0.5)</a></p>
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.11" class="external-link">sandpaper (0.16.11)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.5" class="external-link">varnish (1.0.5)</a></p>
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diff --git a/pkgdown.yml b/pkgdown.yml
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--- a/profiles.html
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.10" class="external-link">sandpaper (0.16.10)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.5" class="external-link">varnish (1.0.5)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.11" class="external-link">sandpaper (0.16.11)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.7" class="external-link">pegboard (0.7.7)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.5" class="external-link">varnish (1.0.5)</a></p>
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@@ -411,8 +411,8 @@ <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": "2025-01-15",
-  "dateModified": "2025-01-15",
-  "datePublished": "2025-01-15"
+  "dateModified": "2025-01-21",
+  "datePublished": "2025-01-21"
 }
 
   </script><script>