diff --git a/01-intro-raster-data.html b/01-intro-raster-data.html
index f2722c0c..d1c7baf9 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
index 21aa5c39..34c5f92c 100644
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diff --git a/03-crs.html b/03-crs.html
index 411ff5bb..bdc72372 100644
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diff --git a/04-geo-landscape.html b/04-geo-landscape.html
index 0c1893fc..900cf121 100644
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index 7ce3cc31..3cd8ee50 100644
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diff --git a/06-raster-intro.html b/06-raster-intro.html
index 04f87220..4abe28e7 100644
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 <p><code>crs.axis_info</code> tells us that the CRS for our raster has
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 <div class="accordion-body">
 <p>Since we know the height/width ratio is 1:1 (check the
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@@ -1108,7 +1108,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
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diff --git a/07-vector-data-in-python.html b/07-vector-data-in-python.html
index 15f2aa8a..9583395b 100644
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diff --git a/08-crop-raster-data.html b/08-crop-raster-data.html
index a5023206..c09ddea0 100644
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diff --git a/09-raster-calculations.html b/09-raster-calculations.html
index 438895bf..aa4a4a00 100644
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diff --git a/10-zonal-statistics.html b/10-zonal-statistics.html
index f6002412..51452357 100644
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diff --git a/11-parallel-raster-computations.html b/11-parallel-raster-computations.html
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diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index 16ba0ccc..dab03619 100644
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diff --git a/LICENSE.html b/LICENSE.html
index f26cef68..697cc883 100644
--- a/LICENSE.html
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diff --git a/aio.html b/aio.html
index f26895ae..43ab7809 100644
--- a/aio.html
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 <p><code>crs.axis_info</code> tells us that the CRS for our raster has
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   </h4>
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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>Since we know the height/width ratio is 1:1 (check the
 <code>rio.height</code> and <code>rio.width</code> attributes), we can
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diff --git a/images.html b/images.html
index c520423c..2359d59c 100644
--- a/images.html
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   "dateCreated": "2023-10-03",
-  "dateModified": "2023-12-05",
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diff --git a/index.html b/index.html
index 30a66eb2..c1ebc2bf 100644
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diff --git a/instructor-notes.html b/instructor-notes.html
index b6ee460d..865105f9 100644
--- a/instructor-notes.html
+++ b/instructor-notes.html
@@ -483,8 +483,8 @@ <h3 id="episode-5">Episode 5<a class="anchor" aria-label="anchor" href="#episode
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   "dateCreated": "2023-10-03",
-  "dateModified": "2023-12-05",
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diff --git a/instructor/01-intro-raster-data.html b/instructor/01-intro-raster-data.html
index 0cc52a82..3bcadc11 100644
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   "dateModified": "2023-07-27",
-  "datePublished": "2023-12-05"
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diff --git a/instructor/02-intro-vector-data.html b/instructor/02-intro-vector-data.html
index a6f838ad..7c93d6a1 100644
--- a/instructor/02-intro-vector-data.html
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   "dateModified": "2023-07-27",
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diff --git a/instructor/03-crs.html b/instructor/03-crs.html
index 56b372e4..03b1e8ad 100644
--- a/instructor/03-crs.html
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-  "datePublished": "2023-12-05"
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diff --git a/instructor/04-geo-landscape.html b/instructor/04-geo-landscape.html
index 16025133..064c9054 100644
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-  "datePublished": "2023-12-05"
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diff --git a/instructor/05-access-data.html b/instructor/05-access-data.html
index bc4117c6..d9da6af6 100644
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-  "datePublished": "2023-12-05"
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diff --git a/instructor/06-raster-intro.html b/instructor/06-raster-intro.html
index 47cf14af..42afcbec 100644
--- a/instructor/06-raster-intro.html
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 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
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 <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
@@ -1006,7 +1006,7 @@ <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">
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 <div class="accordion-body">
 <p>Since we know the height/width ratio is 1:1 (check the
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@@ -1109,7 +1109,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
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-  "datePublished": "2023-12-05"
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diff --git a/instructor/07-vector-data-in-python.html b/instructor/07-vector-data-in-python.html
index 6488b654..fe8da698 100644
--- a/instructor/07-vector-data-in-python.html
+++ b/instructor/07-vector-data-in-python.html
@@ -1015,7 +1015,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
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   "dateModified": "2023-08-08",
-  "datePublished": "2023-12-05"
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diff --git a/instructor/08-crop-raster-data.html b/instructor/08-crop-raster-data.html
index 96ae1333..b22805f2 100644
--- a/instructor/08-crop-raster-data.html
+++ b/instructor/08-crop-raster-data.html
@@ -758,7 +758,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
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   "dateModified": "2023-07-27",
-  "datePublished": "2023-12-05"
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diff --git a/instructor/09-raster-calculations.html b/instructor/09-raster-calculations.html
index 94398b21..80ca8bb4 100644
--- a/instructor/09-raster-calculations.html
+++ b/instructor/09-raster-calculations.html
@@ -877,7 +877,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
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-  "datePublished": "2023-12-05"
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diff --git a/instructor/10-zonal-statistics.html b/instructor/10-zonal-statistics.html
index 3afa21b7..7562bee6 100644
--- a/instructor/10-zonal-statistics.html
+++ b/instructor/10-zonal-statistics.html
@@ -673,7 +673,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
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-  "datePublished": "2023-12-05"
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diff --git a/instructor/11-parallel-raster-computations.html b/instructor/11-parallel-raster-computations.html
index 46344909..31815962 100644
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+++ b/instructor/11-parallel-raster-computations.html
@@ -855,7 +855,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
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   "dateCreated": "2023-10-03",
   "dateModified": "2023-07-27",
-  "datePublished": "2023-12-05"
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 }
 
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diff --git a/instructor/404.html b/instructor/404.html
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diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index 04e581f8..f7b348b7 100644
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diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index 6fd345f2..7094ec42 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -437,7 +437,7 @@ <h1>Licenses</h1>
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/instructor/LICENSE.html",
   "dateCreated": "2023-10-03",
   "dateModified": "2023-07-27",
-  "datePublished": "2023-12-05"
+  "datePublished": "2023-12-12"
 }
 
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diff --git a/instructor/aio.html b/instructor/aio.html
index 6494ad64..7cdb67fd 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -2618,7 +2618,7 @@ <h4 class="accordion-header" id="headingSolution1">
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-<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
@@ -2930,7 +2930,7 @@ <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
@@ -5413,8 +5413,8 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
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   "identifier": "https://carpentries-incubator.github.io/geospatial-python/instructor/aio.html",
   "dateCreated": "2023-10-03",
-  "dateModified": "2023-12-05",
-  "datePublished": "2023-12-05"
+  "dateModified": "2023-12-12",
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diff --git a/instructor/images.html b/instructor/images.html
index 7bfae45f..e8134dcc 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -604,8 +604,8 @@ <h3 id="11-parallel-raster-computations-figure-4">Figure 4</h3>
   "url": "https://carpentries-incubator.github.io/geospatial-python/instructor/images.html",
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/instructor/images.html",
   "dateCreated": "2023-10-03",
-  "dateModified": "2023-12-05",
-  "datePublished": "2023-12-05"
+  "dateModified": "2023-12-12",
+  "datePublished": "2023-12-12"
 }
 
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diff --git a/instructor/index.html b/instructor/index.html
index 528519f4..39e12baa 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -781,8 +781,8 @@ <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": "2023-10-03",
-  "dateModified": "2023-12-05",
-  "datePublished": "2023-12-05"
+  "dateModified": "2023-12-12",
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 }
 
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diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index a5578a12..f25bc7e9 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -494,8 +494,8 @@ <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": "2023-10-03",
-  "dateModified": "2023-12-05",
-  "datePublished": "2023-12-05"
+  "dateModified": "2023-12-12",
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 }
 
   </script><script>
diff --git a/instructor/key-points.html b/instructor/key-points.html
index a68191d9..cea87849 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
@@ -511,8 +511,8 @@ <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": "2023-10-03",
-  "dateModified": "2023-12-05",
-  "datePublished": "2023-12-05"
+  "dateModified": "2023-12-12",
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 }
 
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diff --git a/instructor/profiles.html b/instructor/profiles.html
index 477c6ce6..54a011e4 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -343,8 +343,8 @@ <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": "2023-10-03",
-  "dateModified": "2023-12-05",
-  "datePublished": "2023-12-05"
+  "dateModified": "2023-12-12",
+  "datePublished": "2023-12-12"
 }
 
   </script><script>
diff --git a/key-points.html b/key-points.html
index 822df34f..96ac4fa6 100644
--- a/key-points.html
+++ b/key-points.html
@@ -511,8 +511,8 @@ <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": "2023-10-03",
-  "dateModified": "2023-12-05",
-  "datePublished": "2023-12-05"
+  "dateModified": "2023-12-12",
+  "datePublished": "2023-12-12"
 }
 
   </script><script>
diff --git a/pkgdown.yml b/pkgdown.yml
index 0b007a5d..8f3e9b0d 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,5 +2,5 @@ pandoc: 2.19.2
 pkgdown: 2.0.7
 pkgdown_sha: ~
 articles: {}
-last_built: 2023-12-05T00:56Z
+last_built: 2023-12-12T00:58Z
 
diff --git a/profiles.html b/profiles.html
index f334af3b..e119eba7 100644
--- a/profiles.html
+++ b/profiles.html
@@ -344,8 +344,8 @@ <h1>Learner Profiles</h1>
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   "identifier": "https://carpentries-incubator.github.io/geospatial-python/profiles.html",
   "dateCreated": "2023-10-03",
-  "dateModified": "2023-12-05",
-  "datePublished": "2023-12-05"
+  "dateModified": "2023-12-12",
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 }
 
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