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index eaa0fc3e..55ac9a2a 100644
--- a/01-intro-raster-data.html
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 <div class="accordion-body">
 <p>Raster data has some important advantages:</p>
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@@ -529,7 +529,7 @@ <h3 class="callout-title">Extent Challenge</h3>
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 <p>The lines and polygon objects have the same extent. The extent for
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@@ -698,7 +698,7 @@ <h3 class="callout-title">Key Points</h3>
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diff --git a/03-crs.html b/03-crs.html
index bba8d5e4..ab45be9c 100644
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diff --git a/04-geo-landscape.html b/04-geo-landscape.html
index f755b6fa..b6498fcd 100644
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diff --git a/05-access-data.html b/05-access-data.html
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diff --git a/06-raster-intro.html b/06-raster-intro.html
index 09801621..4170d445 100644
--- a/06-raster-intro.html
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index 1d7df84c..17813b29 100644
--- a/07-vector-data-in-python.html
+++ b/07-vector-data-in-python.html
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 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
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@@ -853,7 +853,7 @@ <h3 class="callout-title">Exercise: Investigate the waterway lines</h3>
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-<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>
@@ -1053,7 +1053,7 @@ <h3 class="callout-title">Key Points</h3>
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diff --git a/08-crop-raster-data.html b/08-crop-raster-data.html
index f46d1472..6adcbd7b 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>
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 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
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   "dateModified": "2023-08-14",
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diff --git a/09-raster-calculations.html b/09-raster-calculations.html
index be7dd780..483f2c06 100644
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+++ b/09-raster-calculations.html
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   "dateModified": "2023-08-14",
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diff --git a/10-zonal-statistics.html b/10-zonal-statistics.html
index af2b842c..9d3e8f39 100644
--- a/10-zonal-statistics.html
+++ b/10-zonal-statistics.html
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   "dateCreated": "2024-03-05",
   "dateModified": "2023-08-14",
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diff --git a/11-parallel-raster-computations.html b/11-parallel-raster-computations.html
index 98e55dbf..522c56a0 100644
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@@ -905,7 +905,7 @@ <h3 class="callout-title">Key Points</h3>
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diff --git a/404.html b/404.html
index d256e6f7..5f1a7568 100644
--- a/404.html
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-  "dateModified": "2024-08-27",
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diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index b7f16ba9..09550a4c 100644
--- a/CODE_OF_CONDUCT.html
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   "dateCreated": "2024-03-05",
   "dateModified": "2023-08-14",
-  "datePublished": "2024-08-27"
+  "datePublished": "2024-09-03"
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diff --git a/LICENSE.html b/LICENSE.html
index 9ddcd482..4d4161c1 100644
--- a/LICENSE.html
+++ b/LICENSE.html
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   "dateCreated": "2024-03-05",
   "dateModified": "2023-08-14",
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diff --git a/aio.html b/aio.html
index 15503298..8127ef17 100644
--- a/aio.html
+++ b/aio.html
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   <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">
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 <p>Raster data has some important advantages:</p>
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@@ -597,7 +597,7 @@ <h3 class="callout-title">Extent Challenge</h3>
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   <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>The lines and polygon objects have the same extent. The extent for
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@@ -3421,7 +3421,7 @@ <h3 class="callout-title">Exercise: clip fields within 500m from the wells</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">
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@@ -3506,7 +3506,7 @@ <h3 class="callout-title">Exercise: Investigate the waterway lines</h3>
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   <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>
@@ -3902,7 +3902,7 @@ <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">
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-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
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 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
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-  "dateModified": "2024-08-27",
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diff --git a/images.html b/images.html
index c8fcd40e..c3990122 100644
--- a/images.html
+++ b/images.html
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   "identifier": "https://carpentries-incubator.github.io/geospatial-python/images.html",
   "dateCreated": "2024-03-05",
-  "dateModified": "2024-08-27",
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diff --git a/index.html b/index.html
index 38563317..25a99ee6 100644
--- a/index.html
+++ b/index.html
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   Windows
   </h4>
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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><a href="https://www.youtube.com/watch?v=xxQ0mzZ8UvA" class="external-link">Video
 tutorial</a></p>
@@ -453,7 +453,7 @@ <h4 class="accordion-header" id="headingSolution2">
   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
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@@ -478,7 +478,7 @@ <h4 class="accordion-header" id="headingSolution3">
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   </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
@@ -713,8 +713,8 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
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diff --git a/instructor-notes.html b/instructor-notes.html
index 1cc4ccbb..d0e58129 100644
--- a/instructor-notes.html
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   "dateCreated": "2024-03-05",
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   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
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 <div class="accordion-body">
 <p>Raster data has some important advantages:</p>
 <ul><li>representation of continuous surfaces</li>
@@ -530,7 +530,7 @@ <h3 class="callout-title">Extent Challenge</h3>
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 <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
@@ -699,7 +699,7 @@ <h3 class="callout-title">Key Points</h3>
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@@ -402,8 +402,8 @@ <h1>Learner Profiles</h1>
   "url": "https://carpentries-incubator.github.io/geospatial-python/profiles.html",
   "identifier": "https://carpentries-incubator.github.io/geospatial-python/profiles.html",
   "dateCreated": "2024-03-05",
-  "dateModified": "2024-08-27",
-  "datePublished": "2024-08-27"
+  "dateModified": "2024-09-03",
+  "datePublished": "2024-09-03"
 }
 
   </script><script>