From fc5a2eeff5e0d47139de1899b2dc1d45d4aeee3b Mon Sep 17 00:00:00 2001
From: GitHub Actions <actions@github.com>
Date: Tue, 14 Nov 2023 00:42:02 +0000
Subject: [PATCH] site deploy

Auto-generated via {sandpaper}
Source  : cb5141c18261c8e039856de6f3cb44371e63060c
Branch  : md-outputs
Author  : GitHub Actions <actions@github.com>
Time    : 2023-11-09 16:18:21 +0000
Message : markdown source builds

Auto-generated via {sandpaper}
Source  : 222e34a2dd338d731aac76ea963f077744d99985
Branch  : main
Author  : Ryan Avery <ryanbarryavery@gmail.com>
Time    : 2023-11-09 16:16:14 +0000
Message : Merge pull request #163 from esciencecenter-digital-skills/beta

Move to beta
---
 01-intro-raster-data.html                     |  8 +++---
 02-intro-vector-data.html                     |  4 +--
 03-crs.html                                   |  6 ++--
 04-geo-landscape.html                         |  4 +--
 05-access-data.html                           |  4 +--
 06-raster-intro.html                          |  8 +++---
 07-vector-data-in-python.html                 |  8 +++---
 08-crop-raster-data.html                      |  6 ++--
 09-raster-calculations.html                   |  8 +++---
 10-zonal-statistics.html                      |  6 ++--
 11-parallel-raster-computations.html          |  4 +--
 404.html                                      |  6 ++--
 CODE_OF_CONDUCT.html                          |  4 +--
 LICENSE.html                                  |  4 +--
 aio.html                                      | 28 +++++++++----------
 images.html                                   |  6 ++--
 index.html                                    |  6 ++--
 instructor-notes.html                         |  6 ++--
 instructor/01-intro-raster-data.html          |  8 +++---
 instructor/02-intro-vector-data.html          |  4 +--
 instructor/03-crs.html                        |  6 ++--
 instructor/04-geo-landscape.html              |  4 +--
 instructor/05-access-data.html                |  4 +--
 instructor/06-raster-intro.html               |  8 +++---
 instructor/07-vector-data-in-python.html      |  8 +++---
 instructor/08-crop-raster-data.html           |  6 ++--
 instructor/09-raster-calculations.html        |  8 +++---
 instructor/10-zonal-statistics.html           |  6 ++--
 .../11-parallel-raster-computations.html      |  4 +--
 instructor/404.html                           |  6 ++--
 instructor/CODE_OF_CONDUCT.html               |  4 +--
 instructor/LICENSE.html                       |  4 +--
 instructor/aio.html                           | 28 +++++++++----------
 instructor/images.html                        |  6 ++--
 instructor/index.html                         |  6 ++--
 instructor/instructor-notes.html              |  6 ++--
 instructor/key-points.html                    |  6 ++--
 instructor/profiles.html                      |  6 ++--
 key-points.html                               |  6 ++--
 pkgdown.yml                                   |  2 +-
 profiles.html                                 |  6 ++--
 41 files changed, 139 insertions(+), 139 deletions(-)

diff --git a/01-intro-raster-data.html b/01-intro-raster-data.html
index 11fa31b1..47e27d6d 100644
--- a/01-intro-raster-data.html
+++ b/01-intro-raster-data.html
@@ -425,7 +425,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Show me the solution
   </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>Raster data has some important advantages:</p>
 <ul><li>representation of continuous surfaces</li>
@@ -474,7 +474,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Show me the solution
   </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>The lines and polygon objects have the same extent. The extent for
 the points object is smaller in the vertical direction than the other
@@ -621,7 +621,7 @@ <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/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
 			</div>
@@ -645,7 +645,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/01-intro-raster-data.html",
   "dateCreated": "2023-11-09",
   "dateModified": "2023-08-14",
-  "datePublished": "2023-11-09"
+  "datePublished": "2023-11-14"
 }
 
   </script><script>
diff --git a/02-intro-vector-data.html b/02-intro-vector-data.html
index 5d0b149e..45c3b1d2 100644
--- a/02-intro-vector-data.html
+++ b/02-intro-vector-data.html
@@ -564,7 +564,7 @@ <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/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
 			</div>
@@ -588,7 +588,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/02-intro-vector-data.html",
   "dateCreated": "2023-11-09",
   "dateModified": "2023-08-14",
-  "datePublished": "2023-11-09"
+  "datePublished": "2023-11-14"
 }
 
   </script><script>
diff --git a/03-crs.html b/03-crs.html
index 59546e0f..a0b5b4a6 100644
--- a/03-crs.html
+++ b/03-crs.html
@@ -546,7 +546,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Show me the solution
   </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">
 <ul><li>Projection is UTM, zone 18, datum is WGS84, ellipsoid is WGS84.</li>
 <li>The data is in meters.</li>
@@ -658,7 +658,7 @@ <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/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
 			</div>
@@ -682,7 +682,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/03-crs.html",
   "dateCreated": "2023-11-09",
   "dateModified": "2023-08-14",
-  "datePublished": "2023-11-09"
+  "datePublished": "2023-11-14"
 }
 
   </script><script>
diff --git a/04-geo-landscape.html b/04-geo-landscape.html
index 28eb7212..be93e882 100644
--- a/04-geo-landscape.html
+++ b/04-geo-landscape.html
@@ -647,7 +647,7 @@ <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/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
 			</div>
@@ -671,7 +671,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/04-geo-landscape.html",
   "dateCreated": "2023-11-09",
   "dateModified": "2023-08-14",
-  "datePublished": "2023-11-09"
+  "datePublished": "2023-11-14"
 }
 
   </script><script>
diff --git a/05-access-data.html b/05-access-data.html
index 4fbb16dd..875ed552 100644
--- a/05-access-data.html
+++ b/05-access-data.html
@@ -975,7 +975,7 @@ <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/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
       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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@@ -999,7 +999,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/05-access-data.html",
   "dateCreated": "2023-11-09",
   "dateModified": "2023-08-29",
-  "datePublished": "2023-11-09"
+  "datePublished": "2023-11-14"
 }
 
   </script><script>
diff --git a/06-raster-intro.html b/06-raster-intro.html
index 73bf31be..9251fa48 100644
--- a/06-raster-intro.html
+++ b/06-raster-intro.html
@@ -700,7 +700,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Show me the solution
   </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><code>crs.axis_info</code> tells us that the CRS for our raster has
 two axis and both are in meters. We could also get this information from
@@ -1005,7 +1005,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Show me the solution
   </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>Since we know the height/width ratio is 1:1 (check the
 <code>rio.height</code> and <code>rio.width</code> attributes), we can
@@ -1084,7 +1084,7 @@ <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/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
 			</div>
@@ -1108,7 +1108,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/06-raster-intro.html",
   "dateCreated": "2023-11-09",
   "dateModified": "2023-08-23",
-  "datePublished": "2023-11-09"
+  "datePublished": "2023-11-14"
 }
 
   </script><script>
diff --git a/07-vector-data-in-python.html b/07-vector-data-in-python.html
index 3ca680ad..cf5db364 100644
--- a/07-vector-data-in-python.html
+++ b/07-vector-data-in-python.html
@@ -726,7 +726,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Show me the solution
   </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">
 <div class="codewrapper sourceCode" id="cb22">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -811,7 +811,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Show me the solution
   </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>By plotting out the vector file, we can tell that the latitude and
 longitude of the file are flipped.</p>
@@ -990,7 +990,7 @@ <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/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
 			</div>
@@ -1014,7 +1014,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/07-vector-data-in-python.html",
   "dateCreated": "2023-11-09",
   "dateModified": "2023-08-14",
-  "datePublished": "2023-11-09"
+  "datePublished": "2023-11-14"
 }
 
   </script><script>
diff --git a/08-crop-raster-data.html b/08-crop-raster-data.html
index d7104a66..066b2d7d 100644
--- a/08-crop-raster-data.html
+++ b/08-crop-raster-data.html
@@ -566,7 +566,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Show me the solution
   </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="cb15">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -733,7 +733,7 @@ <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/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
 			</div>
@@ -757,7 +757,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/08-crop-raster-data.html",
   "dateCreated": "2023-11-09",
   "dateModified": "2023-08-14",
-  "datePublished": "2023-11-09"
+  "datePublished": "2023-11-14"
 }
 
   </script><script>
diff --git a/09-raster-calculations.html b/09-raster-calculations.html
index 2f0de07d..ac827410 100644
--- a/09-raster-calculations.html
+++ b/09-raster-calculations.html
@@ -583,7 +583,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Show me the solution
   </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">
 <ol style="list-style-type: decimal"><li>Recall, if there were nodata values in our raster, we would need to
 filter them out with <code>.where()</code>. Since we have loaded the
@@ -757,7 +757,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Show me the solution
   </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">
 <ol style="list-style-type: decimal"><li>We crop the area of interest using <code>clip_box</code>:</li>
 </ol><div class="codewrapper sourceCode" id="cb23">
@@ -852,7 +852,7 @@ <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/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
 			</div>
@@ -876,7 +876,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/09-raster-calculations.html",
   "dateCreated": "2023-11-09",
   "dateModified": "2023-08-14",
-  "datePublished": "2023-11-09"
+  "datePublished": "2023-11-14"
 }
 
   </script><script>
diff --git a/10-zonal-statistics.html b/10-zonal-statistics.html
index ef5216b7..1aeebee6 100644
--- a/10-zonal-statistics.html
+++ b/10-zonal-statistics.html
@@ -558,7 +558,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Show me the solution
   </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">
 <ol style="list-style-type: decimal"><li>Load and convert raster data into suitable inputs for
 <code>zonal_stats</code>:</li>
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index cb6e8315..b78bbe47 100644
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
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diff --git a/LICENSE.html b/LICENSE.html
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diff --git a/aio.html b/aio.html
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--- a/aio.html
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   Show me the solution
   </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">
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 <p>Raster data has some important advantages:</p>
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@@ -537,7 +537,7 @@ <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">
 <p>The lines and polygon objects have the same extent. The extent for
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@@ -1138,7 +1138,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
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 <div class="accordion-body">
 <ul>
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   </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><code>crs.axis_info</code> tells us that the CRS for our raster has
 two axis and both are in meters. We could also get this information from
@@ -2924,7 +2924,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Show me the solution
   </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>Since we know the height/width ratio is 1:1 (check the
 <code>rio.height</code> and <code>rio.width</code> attributes), we can
@@ -3390,7 +3390,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
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 <div class="codewrapper sourceCode" id="cb22">
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@@ -3478,7 +3478,7 @@ <h4 class="accordion-header" id="headingSolution2">
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   </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>By plotting out the vector file, we can tell that the latitude and
 longitude of the file are flipped.</p>
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   Show me the solution
   </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">
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 <div class="codewrapper sourceCode" id="cb15">
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@@ -4294,7 +4294,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Show me the solution
   </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">
 <ol style="list-style-type: decimal">
 <li>Recall, if there were nodata values in our raster, we would need to
@@ -4480,7 +4480,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Show me the solution
   </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">
 <ol style="list-style-type: decimal">
 <li>We crop the area of interest using <code>clip_box</code>:</li>
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   Show me the solution
   </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">
 <ol style="list-style-type: decimal">
 <li>Load and convert raster data into suitable inputs for
@@ -5378,7 +5378,7 @@ <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/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
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diff --git a/images.html b/images.html
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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/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
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-  "dateModified": "2023-11-09",
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diff --git a/index.html b/index.html
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <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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diff --git a/instructor-notes.html b/instructor-notes.html
index aa265a3e..42f363fc 100644
--- a/instructor-notes.html
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <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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@@ -483,8 +483,8 @@ <h3 id="episode-5">Episode 5<a class="anchor" aria-label="anchor" href="#episode
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   "dateCreated": "2023-11-09",
-  "dateModified": "2023-11-09",
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 }
 
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diff --git a/instructor/01-intro-raster-data.html b/instructor/01-intro-raster-data.html
index d74d4244..d1468a0e 100644
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+++ b/instructor/01-intro-raster-data.html
@@ -427,7 +427,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Show me the solution
   </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>Raster data has some important advantages:</p>
 <ul><li>representation of continuous surfaces</li>
@@ -476,7 +476,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Show me the solution
   </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>The lines and polygon objects have the same extent. The extent for
 the points object is smaller in the vertical direction than the other
@@ -623,7 +623,7 @@ <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/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <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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   "dateCreated": "2023-11-09",
   "dateModified": "2023-08-14",
-  "datePublished": "2023-11-09"
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 }
 
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diff --git a/instructor/02-intro-vector-data.html b/instructor/02-intro-vector-data.html
index 2d241763..a7f165af 100644
--- a/instructor/02-intro-vector-data.html
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@@ -566,7 +566,7 @@ <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/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
       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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@@ -590,7 +590,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
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   "dateModified": "2023-08-14",
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diff --git a/instructor/03-crs.html b/instructor/03-crs.html
index 4b3a331b..2b568eb7 100644
--- a/instructor/03-crs.html
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@@ -548,7 +548,7 @@ <h4 class="accordion-header" id="headingSolution1">
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   </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">
 <ul><li>Projection is UTM, zone 18, datum is WGS84, ellipsoid is WGS84.</li>
 <li>The data is in meters.</li>
@@ -660,7 +660,7 @@ <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/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
 			</div>
@@ -684,7 +684,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/instructor/03-crs.html",
   "dateCreated": "2023-11-09",
   "dateModified": "2023-08-14",
-  "datePublished": "2023-11-09"
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diff --git a/instructor/04-geo-landscape.html b/instructor/04-geo-landscape.html
index 3e9fb410..8e931592 100644
--- a/instructor/04-geo-landscape.html
+++ b/instructor/04-geo-landscape.html
@@ -649,7 +649,7 @@ <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/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
 			</div>
@@ -673,7 +673,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
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   "dateCreated": "2023-11-09",
   "dateModified": "2023-08-14",
-  "datePublished": "2023-11-09"
+  "datePublished": "2023-11-14"
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   </script><script>
diff --git a/instructor/05-access-data.html b/instructor/05-access-data.html
index 34f47a6f..dddeb501 100644
--- a/instructor/05-access-data.html
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@@ -977,7 +977,7 @@ <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/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
 			</div>
@@ -1001,7 +1001,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
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   "dateCreated": "2023-11-09",
   "dateModified": "2023-08-29",
-  "datePublished": "2023-11-09"
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diff --git a/instructor/06-raster-intro.html b/instructor/06-raster-intro.html
index 789fed07..33165f2c 100644
--- a/instructor/06-raster-intro.html
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@@ -702,7 +702,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Show me the solution
   </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><code>crs.axis_info</code> tells us that the CRS for our raster has
 two axis and both are in meters. We could also get this information from
@@ -1007,7 +1007,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Show me the solution
   </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>Since we know the height/width ratio is 1:1 (check the
 <code>rio.height</code> and <code>rio.width</code> attributes), we can
@@ -1086,7 +1086,7 @@ <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/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
 			</div>
@@ -1110,7 +1110,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/instructor/06-raster-intro.html",
   "dateCreated": "2023-11-09",
   "dateModified": "2023-08-23",
-  "datePublished": "2023-11-09"
+  "datePublished": "2023-11-14"
 }
 
   </script><script>
diff --git a/instructor/07-vector-data-in-python.html b/instructor/07-vector-data-in-python.html
index f09c7077..e81203c9 100644
--- a/instructor/07-vector-data-in-python.html
+++ b/instructor/07-vector-data-in-python.html
@@ -728,7 +728,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Show me the solution
   </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">
 <div class="codewrapper sourceCode" id="cb22">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -813,7 +813,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Show me the solution
   </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>By plotting out the vector file, we can tell that the latitude and
 longitude of the file are flipped.</p>
@@ -992,7 +992,7 @@ <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/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
 			</div>
@@ -1016,7 +1016,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/instructor/07-vector-data-in-python.html",
   "dateCreated": "2023-11-09",
   "dateModified": "2023-08-14",
-  "datePublished": "2023-11-09"
+  "datePublished": "2023-11-14"
 }
 
   </script><script>
diff --git a/instructor/08-crop-raster-data.html b/instructor/08-crop-raster-data.html
index 475b9dc8..690d02ad 100644
--- a/instructor/08-crop-raster-data.html
+++ b/instructor/08-crop-raster-data.html
@@ -568,7 +568,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Show me the solution
   </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="cb15">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -735,7 +735,7 @@ <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/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
 			</div>
@@ -759,7 +759,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/instructor/08-crop-raster-data.html",
   "dateCreated": "2023-11-09",
   "dateModified": "2023-08-14",
-  "datePublished": "2023-11-09"
+  "datePublished": "2023-11-14"
 }
 
   </script><script>
diff --git a/instructor/09-raster-calculations.html b/instructor/09-raster-calculations.html
index 5d7495f4..06e4537e 100644
--- a/instructor/09-raster-calculations.html
+++ b/instructor/09-raster-calculations.html
@@ -585,7 +585,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Show me the solution
   </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">
 <ol style="list-style-type: decimal"><li>Recall, if there were nodata values in our raster, we would need to
 filter them out with <code>.where()</code>. Since we have loaded the
@@ -759,7 +759,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Show me the solution
   </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">
 <ol style="list-style-type: decimal"><li>We crop the area of interest using <code>clip_box</code>:</li>
 </ol><div class="codewrapper sourceCode" id="cb23">
@@ -854,7 +854,7 @@ <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/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
 			</div>
@@ -878,7 +878,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/instructor/09-raster-calculations.html",
   "dateCreated": "2023-11-09",
   "dateModified": "2023-08-14",
-  "datePublished": "2023-11-09"
+  "datePublished": "2023-11-14"
 }
 
   </script><script>
diff --git a/instructor/10-zonal-statistics.html b/instructor/10-zonal-statistics.html
index 6968e22c..fc99ee1f 100644
--- a/instructor/10-zonal-statistics.html
+++ b/instructor/10-zonal-statistics.html
@@ -560,7 +560,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Show me the solution
   </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">
 <ol style="list-style-type: decimal"><li>Load and convert raster data into suitable inputs for
 <code>zonal_stats</code>:</li>
@@ -650,7 +650,7 @@ <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/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
 			</div>
@@ -674,7 +674,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/instructor/10-zonal-statistics.html",
   "dateCreated": "2023-11-09",
   "dateModified": "2023-08-14",
-  "datePublished": "2023-11-09"
+  "datePublished": "2023-11-14"
 }
 
   </script><script>
diff --git a/instructor/11-parallel-raster-computations.html b/instructor/11-parallel-raster-computations.html
index bff8968b..0167ea3c 100644
--- a/instructor/11-parallel-raster-computations.html
+++ b/instructor/11-parallel-raster-computations.html
@@ -832,7 +832,7 @@ <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/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
 			</div>
@@ -856,7 +856,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/instructor/11-parallel-raster-computations.html",
   "dateCreated": "2023-11-09",
   "dateModified": "2023-08-14",
-  "datePublished": "2023-11-09"
+  "datePublished": "2023-11-14"
 }
 
   </script><script>
diff --git a/instructor/404.html b/instructor/404.html
index 4eb92fdc..b790f5f6 100644
--- a/instructor/404.html
+++ b/instructor/404.html
@@ -350,7 +350,7 @@ <h1>Page not found</h1>
         <p>Materials licensed under <a href="https://carpentries-incubator.github.io/geospatial-python/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/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
 			</div>
@@ -373,8 +373,8 @@ <h1>Page not found</h1>
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   "identifier": "https://carpentries-incubator.github.io/geospatial-python/instructor/404.html",
   "dateCreated": "2023-11-09",
-  "dateModified": "2023-11-09",
-  "datePublished": "2023-11-09"
+  "dateModified": "2023-11-14",
+  "datePublished": "2023-11-14"
 }
 
   </script><script>
diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index 3a85a2c4..55a378e0 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
@@ -363,7 +363,7 @@ <h1>Contributor Code of Conduct</h1>
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
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 <p><code>crs.axis_info</code> tells us that the CRS for our raster has
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-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
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 <div class="accordion-body">
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-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
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 <div class="accordion-body">
 <p>By plotting out the vector file, we can tell that the latitude and
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   </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
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 <div class="accordion-body">
 <ol style="list-style-type: decimal">
 <li>Recall, if there were nodata values in our raster, we would need to
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   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
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 <div class="accordion-body">
 <ol style="list-style-type: decimal">
 <li>We crop the area of interest using <code>clip_box</code>:</li>
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 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
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 <li>Load and convert raster data into suitable inputs for
@@ -5389,7 +5389,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
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diff --git a/instructor/index.html b/instructor/index.html
index 08207a5a..d461dfbc 100644
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <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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diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index 1ea34380..05503e20 100644
--- a/instructor/instructor-notes.html
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <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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   "dateCreated": "2023-11-09",
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diff --git a/instructor/key-points.html b/instructor/key-points.html
index 9e687888..495ba590 100644
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <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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index 4291e549..afd5f4c8 100644
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <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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diff --git a/key-points.html b/key-points.html
index c131c211..f61264e4 100644
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <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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-  "dateModified": "2023-11-09",
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diff --git a/pkgdown.yml b/pkgdown.yml
index 6ea79506..7d89e31b 100644
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+last_built: 2023-11-14T00:41Z
 
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index 0a3eeb9d..41885a2a 100644
--- a/profiles.html
+++ b/profiles.html
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <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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-  "dateModified": "2023-11-09",
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