From 58368f828ef6c929bdeaee23af4a7e8e527f84d7 Mon Sep 17 00:00:00 2001
From: GitHub Actions <actions@github.com>
Date: Tue, 26 Nov 2024 00:59:57 +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                     |  6 ++---
 02-intro-vector-data.html                     |  4 +--
 03-crs.html                                   |  2 +-
 04-geo-landscape.html                         |  2 +-
 05-access-data.html                           |  8 +++---
 06-raster-intro.html                          |  2 +-
 07-vector-data-in-python.html                 |  2 +-
 08-crop-raster-data.html                      |  4 +--
 09-raster-calculations.html                   |  6 ++---
 10-zonal-statistics.html                      |  4 +--
 11-parallel-raster-computations.html          |  4 +--
 404.html                                      |  4 +--
 CODE_OF_CONDUCT.html                          |  2 +-
 LICENSE.html                                  |  2 +-
 aio.html                                      | 26 +++++++++----------
 images.html                                   |  4 +--
 index.html                                    |  4 +--
 instructor-notes.html                         |  4 +--
 instructor/01-intro-raster-data.html          |  6 ++---
 instructor/02-intro-vector-data.html          |  4 +--
 instructor/03-crs.html                        |  2 +-
 instructor/04-geo-landscape.html              |  2 +-
 instructor/05-access-data.html                |  8 +++---
 instructor/06-raster-intro.html               |  2 +-
 instructor/07-vector-data-in-python.html      |  2 +-
 instructor/08-crop-raster-data.html           |  4 +--
 instructor/09-raster-calculations.html        |  6 ++---
 instructor/10-zonal-statistics.html           |  4 +--
 .../11-parallel-raster-computations.html      |  4 +--
 instructor/404.html                           |  4 +--
 instructor/CODE_OF_CONDUCT.html               |  2 +-
 instructor/LICENSE.html                       |  2 +-
 instructor/aio.html                           | 26 +++++++++----------
 instructor/images.html                        |  4 +--
 instructor/index.html                         |  4 +--
 instructor/instructor-notes.html              |  4 +--
 instructor/key-points.html                    |  4 +--
 instructor/profiles.html                      |  4 +--
 key-points.html                               |  4 +--
 pkgdown.yml                                   |  2 +-
 profiles.html                                 |  4 +--
 41 files changed, 99 insertions(+), 99 deletions(-)

diff --git a/01-intro-raster-data.html b/01-intro-raster-data.html
index 51b2c5d5..996c906d 100644
--- a/01-intro-raster-data.html
+++ b/01-intro-raster-data.html
@@ -482,7 +482,7 @@ <h3 class="callout-title">Advantages and Disadvantages</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <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>
@@ -529,7 +529,7 @@ <h3 class="callout-title">Extent Challenge</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <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
@@ -698,7 +698,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/01-intro-raster-data.html",
   "dateCreated": "2024-03-05",
   "dateModified": "2023-08-14",
-  "datePublished": "2024-11-19"
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/02-intro-vector-data.html b/02-intro-vector-data.html
index fde44481..5188c3c7 100644
--- a/02-intro-vector-data.html
+++ b/02-intro-vector-data.html
@@ -462,7 +462,7 @@ <h3 class="callout-title">Identify Vector Types</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <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>State boundaries are polygons. The Fisher Tower location is a point.
 There are no line features shown.</p>
@@ -639,7 +639,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/02-intro-vector-data.html",
   "dateCreated": "2024-03-05",
   "dateModified": "2023-08-14",
-  "datePublished": "2024-11-19"
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/03-crs.html b/03-crs.html
index b8e40045..3ff5890f 100644
--- a/03-crs.html
+++ b/03-crs.html
@@ -730,7 +730,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/03-crs.html",
   "dateCreated": "2024-03-05",
   "dateModified": "2023-08-14",
-  "datePublished": "2024-11-19"
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/04-geo-landscape.html b/04-geo-landscape.html
index 7d05019d..a0148a7c 100644
--- a/04-geo-landscape.html
+++ b/04-geo-landscape.html
@@ -724,7 +724,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/04-geo-landscape.html",
   "dateCreated": "2024-03-05",
   "dateModified": "2023-08-14",
-  "datePublished": "2024-11-19"
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/05-access-data.html b/05-access-data.html
index ccb52fd9..b2bf78a9 100644
--- a/05-access-data.html
+++ b/05-access-data.html
@@ -501,7 +501,7 @@ <h3 class="callout-title">Exercise: Discover a STAC catalog</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <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">
 <figure><img src="fig/E05/STAC-browser-exercise.jpg" alt="earth-search stac catalog views" class="figure mx-auto d-block"><div class="figcaption">Views of the Earth Search STAC endpoint</div>
 </figure><ol style="list-style-type: decimal"><li>7 subcatalogs are available, including a catalog for Landsat
@@ -691,7 +691,7 @@ <h3 class="callout-title">Exercise: Search satellite scenes using metadata filte
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <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">
 <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>
@@ -881,7 +881,7 @@ <h3 class="callout-title">Exercise: Downloading Landsat 8 Assets</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb29">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1044,7 +1044,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/05-access-data.html",
   "dateCreated": "2024-03-05",
   "dateModified": "2023-08-29",
-  "datePublished": "2024-11-19"
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/06-raster-intro.html b/06-raster-intro.html
index 9d8e34ad..f7121750 100644
--- a/06-raster-intro.html
+++ b/06-raster-intro.html
@@ -1157,7 +1157,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/06-raster-intro.html",
   "dateCreated": "2024-03-05",
   "dateModified": "2023-08-23",
-  "datePublished": "2024-11-19"
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/07-vector-data-in-python.html b/07-vector-data-in-python.html
index 927777a5..da56aa70 100644
--- a/07-vector-data-in-python.html
+++ b/07-vector-data-in-python.html
@@ -1053,7 +1053,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/07-vector-data-in-python.html",
   "dateCreated": "2024-03-05",
   "dateModified": "2023-08-14",
-  "datePublished": "2024-11-19"
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/08-crop-raster-data.html b/08-crop-raster-data.html
index 0e212fdd..10be4624 100644
--- a/08-crop-raster-data.html
+++ b/08-crop-raster-data.html
@@ -617,7 +617,7 @@ <h3 class="callout-title">Exercise: crop raster data with a specific code</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <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="cb15">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -804,7 +804,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/08-crop-raster-data.html",
   "dateCreated": "2024-03-05",
   "dateModified": "2023-08-14",
-  "datePublished": "2024-11-19"
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/09-raster-calculations.html b/09-raster-calculations.html
index 81539911..78ad3eb7 100644
--- a/09-raster-calculations.html
+++ b/09-raster-calculations.html
@@ -637,7 +637,7 @@ <h3 class="callout-title">Exercise: Explore NDVI Raster Values</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <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
@@ -807,7 +807,7 @@ <h3 class="callout-title">Exercise: Compute the NDVI for the Texel island</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <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">
@@ -924,7 +924,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/09-raster-calculations.html",
   "dateCreated": "2024-03-05",
   "dateModified": "2023-08-14",
-  "datePublished": "2024-11-19"
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/10-zonal-statistics.html b/10-zonal-statistics.html
index e0a83d45..b437c78b 100644
--- a/10-zonal-statistics.html
+++ b/10-zonal-statistics.html
@@ -615,7 +615,7 @@ <h3 class="callout-title">Exercise: Calculate zonal statistics for zones
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <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>Load and convert raster data into suitable inputs for
 <code>zonal_stats</code>:</li>
@@ -727,7 +727,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/10-zonal-statistics.html",
   "dateCreated": "2024-03-05",
   "dateModified": "2023-08-14",
-  "datePublished": "2024-11-19"
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/11-parallel-raster-computations.html b/11-parallel-raster-computations.html
index aa52b8be..bfe4d081 100644
--- a/11-parallel-raster-computations.html
+++ b/11-parallel-raster-computations.html
@@ -660,7 +660,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <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="cb13">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -905,7 +905,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/11-parallel-raster-computations.html",
   "dateCreated": "2024-03-05",
   "dateModified": "2023-08-14",
-  "datePublished": "2024-11-19"
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/404.html b/404.html
index c83d492e..e2fbc223 100644
--- a/404.html
+++ b/404.html
@@ -430,8 +430,8 @@ <h1>Page not found</h1>
   "url": "https://carpentries-incubator.github.io/geospatial-python/404.html",
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/404.html",
   "dateCreated": "2024-03-05",
-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
+  "dateModified": "2024-11-26",
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index 52ac8c05..d179ce0e 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -443,7 +443,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/CODE_OF_CONDUCT.html",
   "dateCreated": "2024-03-05",
   "dateModified": "2023-08-14",
-  "datePublished": "2024-11-19"
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index 313402d4..d1d0b524 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -491,7 +491,7 @@ <h1>Licenses</h1>
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/LICENSE.html",
   "dateCreated": "2024-03-05",
   "dateModified": "2023-08-14",
-  "datePublished": "2024-11-19"
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index 82b79dce..36b7a4b2 100644
--- a/aio.html
+++ b/aio.html
@@ -544,7 +544,7 @@ <h3 class="callout-title">Advantages and Disadvantages</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <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>
@@ -597,7 +597,7 @@ <h3 class="callout-title">Extent Challenge</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <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
@@ -813,7 +813,7 @@ <h3 class="callout-title">Identify Vector Types</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <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>State boundaries are polygons. The Fisher Tower location is a point.
 There are no line features shown.</p>
@@ -1770,7 +1770,7 @@ <h3 class="callout-title">Exercise: Discover a STAC catalog</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <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">
 <figure><img src="fig/E05/STAC-browser-exercise.jpg" alt="earth-search stac catalog views" class="figure mx-auto d-block"><div class="figcaption">Views of the Earth Search STAC endpoint</div>
 </figure><ol style="list-style-type: decimal">
@@ -1962,7 +1962,7 @@ <h3 class="callout-title">Exercise: Search satellite scenes using metadata filte
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <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">
 <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>
@@ -2156,7 +2156,7 @@ <h3 class="callout-title">Exercise: Downloading Landsat 8 Assets</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
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 <ol style="list-style-type: decimal">
 <li>Recall, if there were nodata values in our raster, we would need to
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 <ol style="list-style-type: decimal">
 <li>We crop the area of interest using <code>clip_box</code>:</li>
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@@ -5169,7 +5169,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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diff --git a/images.html b/images.html
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diff --git a/index.html b/index.html
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 <div class="accordion-body">
 <p>Raster data has some important advantages:</p>
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 <p>The lines and polygon objects have the same extent. The extent for
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diff --git a/instructor/02-intro-vector-data.html b/instructor/02-intro-vector-data.html
index 94da6900..148586a9 100644
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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 77c37bec..9c074a19 100644
--- a/instructor/05-access-data.html
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+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <figure><img src="../fig/E05/STAC-browser-exercise.jpg" alt="earth-search stac catalog views" class="figure mx-auto d-block"><div class="figcaption">Views of the Earth Search STAC endpoint</div>
 </figure><ol style="list-style-type: decimal"><li>7 subcatalogs are available, including a catalog for Landsat
@@ -692,7 +692,7 @@ <h3 class="callout-title">Exercise: Search satellite scenes using metadata filte
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@@ -882,7 +882,7 @@ <h3 class="callout-title">Exercise: Downloading Landsat 8 Assets</h3>
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diff --git a/instructor/07-vector-data-in-python.html b/instructor/07-vector-data-in-python.html
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@@ -618,7 +618,7 @@ <h3 class="callout-title">Exercise: crop raster data with a specific code</h3>
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@@ -805,7 +805,7 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2024-03-05",
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diff --git a/instructor/09-raster-calculations.html b/instructor/09-raster-calculations.html
index 11ce9791..c60619c2 100644
--- a/instructor/09-raster-calculations.html
+++ b/instructor/09-raster-calculations.html
@@ -638,7 +638,7 @@ <h3 class="callout-title">Exercise: Explore NDVI Raster Values</h3>
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 </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
@@ -808,7 +808,7 @@ <h3 class="callout-title">Exercise: Compute the NDVI for the Texel island</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
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 </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">
@@ -925,7 +925,7 @@ <h3 class="callout-title">Key Points</h3>
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   "dateModified": "2023-08-14",
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diff --git a/instructor/10-zonal-statistics.html b/instructor/10-zonal-statistics.html
index 52855e88..f4e66985 100644
--- a/instructor/10-zonal-statistics.html
+++ b/instructor/10-zonal-statistics.html
@@ -616,7 +616,7 @@ <h3 class="callout-title">Exercise: Calculate zonal statistics for zones
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <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>Load and convert raster data into suitable inputs for
 <code>zonal_stats</code>:</li>
@@ -728,7 +728,7 @@ <h3 class="callout-title">Key Points</h3>
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@@ -906,7 +906,7 @@ <h3 class="callout-title">Key Points</h3>
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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
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diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index 0eee8449..65d367a8 100644
--- a/instructor/LICENSE.html
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   "dateCreated": "2024-03-05",
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diff --git a/instructor/aio.html b/instructor/aio.html
index 0a8c2e6e..90b8583f 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -545,7 +545,7 @@ <h3 class="callout-title">Advantages and Disadvantages</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <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>
@@ -598,7 +598,7 @@ <h3 class="callout-title">Extent Challenge</h3>
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-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
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 <div class="accordion-body">
 <p>The lines and polygon objects have the same extent. The extent for
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@@ -815,7 +815,7 @@ <h3 class="callout-title">Identify Vector Types</h3>
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 <div class="accordion-body">
 <p>State boundaries are polygons. The Fisher Tower location is a point.
 There are no line features shown.</p>
@@ -1775,7 +1775,7 @@ <h3 class="callout-title">Exercise: Discover a STAC catalog</h3>
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 <div class="accordion-body">
 <figure><img src="../fig/E05/STAC-browser-exercise.jpg" alt="earth-search stac catalog views" class="figure mx-auto d-block"><div class="figcaption">Views of the Earth Search STAC endpoint</div>
 </figure><ol style="list-style-type: decimal">
@@ -1967,7 +1967,7 @@ <h3 class="callout-title">Exercise: Search satellite scenes using metadata filte
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 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb15">
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@@ -2161,7 +2161,7 @@ <h3 class="callout-title">Exercise: Downloading Landsat 8 Assets</h3>
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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
@@ -4502,7 +4502,7 @@ <h3 class="callout-title">Exercise: Compute the NDVI for the Texel island</h3>
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 </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>
@@ -4829,7 +4829,7 @@ <h3 class="callout-title">Exercise: Calculate zonal statistics for zones
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   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
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 <ol style="list-style-type: decimal">
 <li>Load and convert raster data into suitable inputs for
@@ -5180,7 +5180,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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 <div class="codewrapper sourceCode" id="cb13">
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@@ -5417,8 +5417,8 @@ <h3 class="callout-title">Key Points</h3>
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diff --git a/instructor/images.html b/instructor/images.html
index de7b6972..feb78eb9 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -697,8 +697,8 @@ <h3 id="11-parallel-raster-computations-figure-4">Figure 4</h3>
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   "dateCreated": "2024-03-05",
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diff --git a/instructor/index.html b/instructor/index.html
index 83700e06..115fe798 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -836,8 +836,8 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
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diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index 43767267..aa8f624e 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -555,8 +555,8 @@ <h3 id="episode-5">Episode 5<a class="anchor" aria-label="anchor" href="#episode
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   "dateCreated": "2024-03-05",
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diff --git a/instructor/key-points.html b/instructor/key-points.html
index eb064678..66b25b7e 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
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diff --git a/instructor/profiles.html b/instructor/profiles.html
index 7045f147..fd66de3c 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -401,8 +401,8 @@ <h1>Learner Profiles</h1>
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diff --git a/key-points.html b/key-points.html
index 01c002a4..c167dbd5 100644
--- a/key-points.html
+++ b/key-points.html
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   "dateCreated": "2024-03-05",
-  "dateModified": "2024-11-19",
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diff --git a/pkgdown.yml b/pkgdown.yml
index 2358d90c..62ee74cd 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,4 +2,4 @@ pandoc: 3.1.11
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diff --git a/profiles.html b/profiles.html
index a4318332..d43b2542 100644
--- a/profiles.html
+++ b/profiles.html
@@ -402,8 +402,8 @@ <h1>Learner Profiles</h1>
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-  "dateModified": "2024-11-19",
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