diff --git a/01-intro-raster-data.html b/01-intro-raster-data.html
index 417a9970..1fb314a0 100644
--- a/01-intro-raster-data.html
+++ b/01-intro-raster-data.html
@@ -705,7 +705,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/01-intro-raster-data.html",
   "dateCreated": "2024-03-05",
   "dateModified": "2023-08-14",
-  "datePublished": "2024-07-09"
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/02-intro-vector-data.html b/02-intro-vector-data.html
index c379089f..7714dd38 100644
--- a/02-intro-vector-data.html
+++ b/02-intro-vector-data.html
@@ -646,7 +646,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/02-intro-vector-data.html",
   "dateCreated": "2024-03-05",
   "dateModified": "2023-08-14",
-  "datePublished": "2024-07-09"
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/03-crs.html b/03-crs.html
index 164fee4a..69e3b700 100644
--- a/03-crs.html
+++ b/03-crs.html
@@ -607,7 +607,7 @@ <h3 class="callout-title">Reading a PROJ4 String<a class="anchor" aria-label="an
 <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">
 <ul><li>Projection is UTM, zone 18, datum is WGS84, ellipsoid is WGS84.</li>
 <li>The data is in meters.</li>
@@ -742,7 +742,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/03-crs.html",
   "dateCreated": "2024-03-05",
   "dateModified": "2023-08-14",
-  "datePublished": "2024-07-09"
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/04-geo-landscape.html b/04-geo-landscape.html
index b02450f5..59993db1 100644
--- a/04-geo-landscape.html
+++ b/04-geo-landscape.html
@@ -729,7 +729,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/04-geo-landscape.html",
   "dateCreated": "2024-03-05",
   "dateModified": "2023-08-14",
-  "datePublished": "2024-07-09"
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/05-access-data.html b/05-access-data.html
index 96deb420..dca52e78 100644
--- a/05-access-data.html
+++ b/05-access-data.html
@@ -506,7 +506,7 @@ <h3 class="callout-title">Exercise: Discover a STAC catalog<a class="anchor" ari
 <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">
 <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
@@ -698,7 +698,7 @@ <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" 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">
 <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>
@@ -890,7 +890,7 @@ <h3 class="callout-title">Exercise: Downloading Landsat 8 Assets<a class="anchor
 <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" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <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>
@@ -1055,7 +1055,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/05-access-data.html",
   "dateCreated": "2024-03-05",
   "dateModified": "2023-08-29",
-  "datePublished": "2024-07-09"
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/06-raster-intro.html b/06-raster-intro.html
index c2952d72..6ac3cf91 100644
--- a/06-raster-intro.html
+++ b/06-raster-intro.html
@@ -759,7 +759,7 @@ <h3 class="callout-title">Exercise: find the axes units of the CRS<a class="anch
 <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><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
@@ -1067,7 +1067,7 @@ <h3 class="callout-title">Exercise: set the plotting aspect ratio<a class="ancho
 <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>Since we know the height/width ratio is 1:1 (check the
 <code>rio.height</code> and <code>rio.width</code> attributes), we can
@@ -1170,7 +1170,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/06-raster-intro.html",
   "dateCreated": "2024-03-05",
   "dateModified": "2023-08-23",
-  "datePublished": "2024-07-09"
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/07-vector-data-in-python.html b/07-vector-data-in-python.html
index 271f1f4e..29726edb 100644
--- a/07-vector-data-in-python.html
+++ b/07-vector-data-in-python.html
@@ -782,7 +782,7 @@ <h3 class="callout-title">Exercise: clip fields within 500m from the wells<a cla
 <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">
 <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>
@@ -865,7 +865,7 @@ <h3 class="callout-title">Exercise: Investigate the waterway lines<a class="anch
 <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>By plotting out the vector file, we can tell that the latitude and
 longitude of the file are flipped.</p>
@@ -1067,7 +1067,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/07-vector-data-in-python.html",
   "dateCreated": "2024-03-05",
   "dateModified": "2023-08-14",
-  "datePublished": "2024-07-09"
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/08-crop-raster-data.html b/08-crop-raster-data.html
index 5a3995ae..538893a5 100644
--- a/08-crop-raster-data.html
+++ b/08-crop-raster-data.html
@@ -812,7 +812,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/08-crop-raster-data.html",
   "dateCreated": "2024-03-05",
   "dateModified": "2023-08-14",
-  "datePublished": "2024-07-09"
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/09-raster-calculations.html b/09-raster-calculations.html
index 967d9985..405b3075 100644
--- a/09-raster-calculations.html
+++ b/09-raster-calculations.html
@@ -932,7 +932,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/09-raster-calculations.html",
   "dateCreated": "2024-03-05",
   "dateModified": "2023-08-14",
-  "datePublished": "2024-07-09"
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/10-zonal-statistics.html b/10-zonal-statistics.html
index 9735e765..bc74763a 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>
@@ -728,7 +728,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/10-zonal-statistics.html",
   "dateCreated": "2024-03-05",
   "dateModified": "2023-08-14",
-  "datePublished": "2024-07-09"
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/11-parallel-raster-computations.html b/11-parallel-raster-computations.html
index fdb71a1c..e9050779 100644
--- a/11-parallel-raster-computations.html
+++ b/11-parallel-raster-computations.html
@@ -914,7 +914,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/11-parallel-raster-computations.html",
   "dateCreated": "2024-03-05",
   "dateModified": "2023-08-14",
-  "datePublished": "2024-07-09"
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/404.html b/404.html
index b11b3025..64d0ff2b 100644
--- a/404.html
+++ b/404.html
@@ -431,8 +431,8 @@ <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": "2024-07-09",
-  "datePublished": "2024-07-09"
+  "dateModified": "2024-07-16",
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index 5b6d1cfc..39a737eb 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": "2024-07-09"
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index 1fb04945..c18687da 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -494,7 +494,7 @@ <h1>Licenses</h1>
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/LICENSE.html",
   "dateCreated": "2024-03-05",
   "dateModified": "2023-08-14",
-  "datePublished": "2024-07-09"
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index 8adaf5b8..631fa752 100644
--- a/aio.html
+++ b/aio.html
@@ -1212,7 +1212,7 @@ <h3 class="callout-title">Reading a PROJ4 String<a class="anchor" aria-label="an
 <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">
 <ul>
 <li>Projection is UTM, zone 18, datum is WGS84, ellipsoid is WGS84.</li>
@@ -1806,7 +1806,7 @@ <h3 class="callout-title">Exercise: Discover a STAC catalog<a class="anchor" ari
 <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">
 <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">
@@ -2000,7 +2000,7 @@ <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" 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">
 <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>
@@ -2196,7 +2196,7 @@ <h3 class="callout-title">Exercise: Downloading Landsat 8 Assets<a class="anchor
 <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" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <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>
@@ -2697,7 +2697,7 @@ <h3 class="callout-title">Exercise: find the axes units of the CRS<a class="anch
 <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><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
@@ -3015,7 +3015,7 @@ <h3 class="callout-title">Exercise: set the plotting aspect ratio<a class="ancho
 <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>Since we know the height/width ratio is 1:1 (check the
 <code>rio.height</code> and <code>rio.width</code> attributes), we can
@@ -3485,7 +3485,7 @@ <h3 class="callout-title">Exercise: clip fields within 500m from the wells<a cla
 <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">
 <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>
@@ -3573,7 +3573,7 @@ <h3 class="callout-title">Exercise: Investigate the waterway lines<a class="anch
 <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>By plotting out the vector file, we can tell that the latitude and
 longitude of the file are flipped.</p>
@@ -4904,7 +4904,7 @@ <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
@@ -5501,8 +5501,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://carpentries-incubator.github.io/geospatial-python/aio.html",
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/aio.html",
   "dateCreated": "2024-03-05",
-  "dateModified": "2024-07-09",
-  "datePublished": "2024-07-09"
+  "dateModified": "2024-07-16",
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/images.html b/images.html
index 6b503fb8..125e6930 100644
--- a/images.html
+++ b/images.html
@@ -697,8 +697,8 @@ <h3 id="11-parallel-raster-computations-figure-4">Figure 4</h3>
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 <p><code>crs.axis_info</code> tells us that the CRS for our raster has
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 <p>By plotting out the vector file, we can tell that the latitude and
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diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index bcd5235d..7655d940 100644
--- a/instructor/LICENSE.html
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index 1b1899af..6dbdfe4d 100644
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 <div class="accordion-body">
 <ul>
 <li>Projection is UTM, zone 18, datum is WGS84, ellipsoid is WGS84.</li>
@@ -1811,7 +1811,7 @@ <h3 class="callout-title">Exercise: Discover a STAC catalog<a class="anchor" ari
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 <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>
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@@ -2005,7 +2005,7 @@ <h3 class="callout-title">Exercise: Search satellite scenes using metadata filte
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@@ -2201,7 +2201,7 @@ <h3 class="callout-title">Exercise: Downloading Landsat 8 Assets<a class="anchor
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@@ -2703,7 +2703,7 @@ <h3 class="callout-title">Exercise: find the axes units of the CRS<a class="anch
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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
@@ -3021,7 +3021,7 @@ <h3 class="callout-title">Exercise: set the plotting aspect ratio<a class="ancho
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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
@@ -3492,7 +3492,7 @@ <h3 class="callout-title">Exercise: clip fields within 500m from the wells<a cla
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-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
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 <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>
@@ -3580,7 +3580,7 @@ <h3 class="callout-title">Exercise: Investigate the waterway lines<a class="anch
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-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <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>
@@ -4914,7 +4914,7 @@ <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>
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-<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
@@ -5512,8 +5512,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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   "dateCreated": "2024-03-05",
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index 7c3209e6..d8745acb 100644
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@@ -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
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--- a/instructor/index.html
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   Windows
   </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><a href="https://www.youtube.com/watch?v=xxQ0mzZ8UvA" class="external-link">Video
 tutorial</a></p>
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   Mac OS
   </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><a href="https://www.youtube.com/watch?v=TcSAln46u9U" class="external-link">Video
 tutorial</a></p>
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   Linux
   </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">
 <p>Note that the following installation steps require you to work from
 the shell. If you run into any difficulties, please request help before
@@ -839,8 +839,8 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
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--- a/instructor/instructor-notes.html
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@@ -557,8 +557,8 @@ <h3 id="episode-5">Episode 5<a class="anchor" aria-label="anchor" href="#episode
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diff --git a/instructor/key-points.html b/instructor/key-points.html
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+++ b/instructor/key-points.html
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   "dateCreated": "2024-03-05",
-  "dateModified": "2024-07-09",
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index 8e842c2d..0ff965eb 100644
--- a/instructor/profiles.html
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   "dateCreated": "2024-03-05",
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diff --git a/key-points.html b/key-points.html
index 42754a28..63287928 100644
--- a/key-points.html
+++ b/key-points.html
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diff --git a/pkgdown.yml b/pkgdown.yml
index 54b2033d..891dedf2 100644
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+last_built: 2024-07-16T00:48Z
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index 4fc6b879..f448ee76 100644
--- a/profiles.html
+++ b/profiles.html
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