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index 22add7f..8d94bed 100644
--- a/01-conda.html
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 <div class="accordion-body">
 <p>The <a href="https://carpentries-lab.github.io/python-aos-lesson/#software-installation" class="external-link">software
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@@ -838,7 +838,7 @@ <h3 class="callout-title">Key Points</h3>
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diff --git a/02-visualisation.html b/02-visualisation.html
index 0c2bf93..f38a733 100644
--- a/02-visualisation.html
+++ b/02-visualisation.html
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@@ -725,7 +725,7 @@ <h3 class="callout-title">Season selection</h3>
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-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
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diff --git a/03-functions.html b/03-functions.html
index 2ec0eb7..a21f972 100644
--- a/03-functions.html
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diff --git a/04-cmdline.html b/04-cmdline.html
index abbfef3..701358f 100644
--- a/04-cmdline.html
+++ b/04-cmdline.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">
 <div class="codewrapper sourceCode" id="cb13">
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@@ -660,7 +660,7 @@ <h3 class="callout-title">Gridlines</h3>
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 </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>Make the following additions to
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@@ -719,7 +719,7 @@ <h3 class="callout-title">Colorbar levels</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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 </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>Make the following additions to
 <code>plot_precipitation_climatology.py</code> (code omitted from this
@@ -812,7 +812,7 @@ <h3 class="callout-title">plot_precipitation_climatology.py</h3>
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diff --git a/05-git.html b/05-git.html
index e5a86bc..740c68f 100644
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diff --git a/06-github.html b/06-github.html
index 884070c..3a06511 100644
--- a/06-github.html
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diff --git a/07-vectorisation.html b/07-vectorisation.html
index 0b1dfbe..a7d777b 100644
--- a/07-vectorisation.html
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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">
 <p>Make the following additions to
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@@ -636,7 +636,7 @@ <h3 class="callout-title">plot_precipitation_climatology.py</h3>
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 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
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diff --git a/08-defensive.html b/08-defensive.html
index 05e6026..44f2fdf 100644
--- a/08-defensive.html
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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">
 <p>The basic configuration command at the top of the <code>main</code>
 function
@@ -1009,7 +1009,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
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@@ -1043,7 +1043,7 @@ <h3 class="callout-title">plot_precipitation_climatology.py</h3>
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 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
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@@ -1302,7 +1302,7 @@ <h3 class="callout-title">Key Points</h3>
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diff --git a/09-provenance.html b/09-provenance.html
index c1ad239..8b2d214 100644
--- a/09-provenance.html
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   <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>The new function could read as follows:</p>
 <div class="codewrapper sourceCode" id="cb12">
@@ -743,7 +743,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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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">
 <p>The beginning of the script would need to be updated to import the
 <code>cmdline_provenance</code> library:</p>
@@ -785,7 +785,7 @@ <h3 class="callout-title">plot_precipitation_climatology.py</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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 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
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@@ -1073,7 +1073,7 @@ <h3 class="callout-title">Key Points</h3>
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diff --git a/10-large-data.html b/10-large-data.html
index d9df50b..0d36373 100644
--- a/10-large-data.html
+++ b/10-large-data.html
@@ -757,7 +757,7 @@ <h3 class="callout-title">Alternatives to Dask</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">
 <p>Other options include writing a loop to process each netCDF file one
 at a time or a series of sub-regions one at a time.</p>
@@ -788,7 +788,7 @@ <h3 class="callout-title">Find out what you’re working with</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>Run the following two commands in your notebook to setup the client
 and then type <code>client</code> to view the display of
@@ -894,7 +894,7 @@ <h3 class="callout-title">Key Points</h3>
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diff --git a/404.html b/404.html
index ea91d39..af10bc7 100644
--- a/404.html
+++ b/404.html
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diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index 1217926..89a005a 100644
--- a/CODE_OF_CONDUCT.html
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diff --git a/LICENSE.html b/LICENSE.html
index 9b67eab..561f617 100644
--- a/LICENSE.html
+++ b/LICENSE.html
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diff --git a/aio.html b/aio.html
index 2657f0b..3f1850d 100644
--- a/aio.html
+++ b/aio.html
@@ -786,7 +786,7 @@ <h3 class="callout-title">Install the Python libraries required for this lesson<
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   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
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 <div class="accordion-body">
 <p>The <a href="https://carpentries-lab.github.io/python-aos-lesson/#software-installation" class="external-link">software
 installation instructions</a> explain how to install the Python
@@ -1178,7 +1178,7 @@ <h3 class="callout-title">Color palette</h3>
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   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
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-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
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 <div class="codewrapper sourceCode" id="cb15">
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@@ -1215,7 +1215,7 @@ <h3 class="callout-title">Season selection</h3>
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@@ -1251,7 +1251,7 @@ <h3 class="callout-title">Add a title</h3>
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 <p>The beginning of the script would need to be updated to import the
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 <div class="accordion-body">
 <p>Other options include writing a loop to process each netCDF file one
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 <p>Run the following two commands in your notebook to setup the client
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diff --git a/instructor/07-vectorisation.html b/instructor/07-vectorisation.html
index c1c43ac..2514532 100644
--- a/instructor/07-vectorisation.html
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 <p>Make the following additions to
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diff --git a/instructor/08-defensive.html b/instructor/08-defensive.html
index 463ed8c..58e6a86 100644
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 <p>The basic configuration command at the top of the <code>main</code>
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-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
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diff --git a/instructor/09-provenance.html b/instructor/09-provenance.html
index 47df80a..a21a0fd 100644
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 <div class="accordion-body">
 <p>The new function could read as follows:</p>
 <div class="codewrapper sourceCode" id="cb12">
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+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>The beginning of the script would need to be updated to import the
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@@ -787,7 +787,7 @@ <h3 class="callout-title">plot_precipitation_climatology.py</h3>
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@@ -1075,7 +1075,7 @@ <h3 class="callout-title">Key Points</h3>
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diff --git a/instructor/10-large-data.html b/instructor/10-large-data.html
index 347295a..616d85b 100644
--- a/instructor/10-large-data.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">
 <div class="accordion-body">
 <p>Other options include writing a loop to process each netCDF file one
 at a time or a series of sub-regions one at a time.</p>
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 </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>Run the following two commands in your notebook to setup the client
 and then type <code>client</code> to view the display of
@@ -896,7 +896,7 @@ <h3 class="callout-title">Key Points</h3>
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diff --git a/instructor/404.html b/instructor/404.html
index a833fc3..1361f62 100644
--- a/instructor/404.html
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diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index 5b0ac4c..6087412 100644
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+++ b/instructor/CODE_OF_CONDUCT.html
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diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index 9d72dda..7a1b303 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
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   "dateCreated": "2018-01-15",
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diff --git a/instructor/aio.html b/instructor/aio.html
index a943b00..8e37c45 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
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 <div class="accordion-body">
 <p>The <a href="https://carpentries-lab.github.io/python-aos-lesson/#software-installation" class="external-link">software
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 <p>Make the following additions to
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 <p>Make the following additions to
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 <p>Make the following additions to
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 <p>The basic configuration command at the top of the <code>main</code>
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 <p>The new function could read as follows:</p>
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+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>The beginning of the script would need to be updated to import the
 <code>cmdline_provenance</code> library:</p>
@@ -5229,7 +5229,7 @@ <h3 class="callout-title">plot_precipitation_climatology.py</h3>
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-<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="cb16">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -5862,7 +5862,7 @@ <h3 class="callout-title">Alternatives to Dask</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>
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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>Other options include writing a loop to process each netCDF file one
 at a time or a series of sub-regions one at a time.</p>
@@ -5893,7 +5893,7 @@ <h3 class="callout-title">Find out what you’re working with</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" 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>Run the following two commands in your notebook to setup the client
 and then type <code>client</code> to view the display of
@@ -5986,8 +5986,8 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2018-01-15",
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   "dateCreated": "2018-01-15",
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diff --git a/key-points.html b/key-points.html
index 120dba7..4532f5c 100644
--- a/key-points.html
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diff --git a/pkgdown.yml b/pkgdown.yml
index a418b9e..a68f01b 100644
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index e143ecf..09a186a 100644
--- a/profiles.html
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-  "datePublished": "2024-11-19"
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diff --git a/reference.html b/reference.html
index 599fa95..30895ac 100644
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