From 745b80f369ce6efd9a50a915e4b5b8c87bb0f5d4 Mon Sep 17 00:00:00 2001
From: GitHub Actions <actions@github.com>
Date: Tue, 8 Oct 2024 01:44:59 +0000
Subject: [PATCH] site deploy

Auto-generated via {sandpaper}
Source  : b5b7672d81115b91a173a3c7a327d93812aab2c9
Branch  : md-outputs
Author  : GitHub Actions <actions@github.com>
Time    : 2024-07-26 18:58:59 +0000
Message : markdown source builds

Auto-generated via {sandpaper}
Source  : bac51466f6f2f9c0bb909588880c3ae8bf37b8c1
Branch  : main
Author  : Damien Irving <irving.damien@gmail.com>
Time    : 2024-07-26 18:57:57 +0000
Message : Merge pull request #70 from DamienIrving/main

Add white background to figures
---
 01-conda.html                       |  2 +-
 02-visualisation.html               |  2 +-
 03-functions.html                   |  2 +-
 04-cmdline.html                     | 10 +++++-----
 05-git.html                         |  2 +-
 06-github.html                      |  2 +-
 07-vectorisation.html               |  2 +-
 08-defensive.html                   |  8 ++++----
 09-provenance.html                  |  2 +-
 10-large-data.html                  |  2 +-
 404.html                            |  4 ++--
 CODE_OF_CONDUCT.html                |  2 +-
 LICENSE.html                        |  2 +-
 aio.html                            | 18 +++++++++---------
 helper_lesson_check.html            |  2 +-
 images.html                         |  4 ++--
 index.html                          |  4 ++--
 instructor-notes.html               |  4 ++--
 instructor/01-conda.html            |  2 +-
 instructor/02-visualisation.html    |  2 +-
 instructor/03-functions.html        |  2 +-
 instructor/04-cmdline.html          | 10 +++++-----
 instructor/05-git.html              |  2 +-
 instructor/06-github.html           |  2 +-
 instructor/07-vectorisation.html    |  2 +-
 instructor/08-defensive.html        |  8 ++++----
 instructor/09-provenance.html       |  2 +-
 instructor/10-large-data.html       |  2 +-
 instructor/404.html                 |  4 ++--
 instructor/CODE_OF_CONDUCT.html     |  2 +-
 instructor/LICENSE.html             |  2 +-
 instructor/aio.html                 | 18 +++++++++---------
 instructor/helper_lesson_check.html |  2 +-
 instructor/images.html              |  4 ++--
 instructor/index.html               |  4 ++--
 instructor/instructor-notes.html    |  4 ++--
 instructor/key-points.html          |  4 ++--
 instructor/paper.html               |  2 +-
 instructor/profiles.html            |  4 ++--
 instructor/reference.html           |  2 +-
 key-points.html                     |  4 ++--
 paper.html                          |  2 +-
 pkgdown.yml                         |  2 +-
 profiles.html                       |  4 ++--
 reference.html                      |  2 +-
 45 files changed, 87 insertions(+), 87 deletions(-)

diff --git a/01-conda.html b/01-conda.html
index 1e126bc..dbcbbd3 100644
--- a/01-conda.html
+++ b/01-conda.html
@@ -838,7 +838,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries-lab.github.io/python-aos-lesson/01-conda.html",
   "dateCreated": "2018-01-15",
   "dateModified": "2024-07-25",
-  "datePublished": "2024-10-01"
+  "datePublished": "2024-10-08"
 }
 
   </script><script>
diff --git a/02-visualisation.html b/02-visualisation.html
index 7cf4e38..eb9d67a 100644
--- a/02-visualisation.html
+++ b/02-visualisation.html
@@ -850,7 +850,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries-lab.github.io/python-aos-lesson/02-visualisation.html",
   "dateCreated": "2018-01-15",
   "dateModified": "2024-07-25",
-  "datePublished": "2024-10-01"
+  "datePublished": "2024-10-08"
 }
 
   </script><script>
diff --git a/03-functions.html b/03-functions.html
index f10908a..fe25ad6 100644
--- a/03-functions.html
+++ b/03-functions.html
@@ -760,7 +760,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries-lab.github.io/python-aos-lesson/03-functions.html",
   "dateCreated": "2018-01-15",
   "dateModified": "2024-07-25",
-  "datePublished": "2024-10-01"
+  "datePublished": "2024-10-08"
 }
 
   </script><script>
diff --git a/04-cmdline.html b/04-cmdline.html
index 93e2693..94cbf7c 100644
--- a/04-cmdline.html
+++ b/04-cmdline.html
@@ -624,7 +624,7 @@ <h3 class="callout-title">Choices</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="cb13">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -660,7 +660,7 @@ <h3 class="callout-title">Gridlines</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>Make the following additions to
 <code>plot_precipitation_climatology.py</code> (code omitted from this
@@ -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">
   <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">
 <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>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <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>
@@ -1002,7 +1002,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries-lab.github.io/python-aos-lesson/04-cmdline.html",
   "dateCreated": "2018-01-15",
   "dateModified": "2024-07-25",
-  "datePublished": "2024-10-01"
+  "datePublished": "2024-10-08"
 }
 
   </script><script>
diff --git a/05-git.html b/05-git.html
index 7f7e9e1..82ee1b9 100644
--- a/05-git.html
+++ b/05-git.html
@@ -1242,7 +1242,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries-lab.github.io/python-aos-lesson/05-git.html",
   "dateCreated": "2018-01-15",
   "dateModified": "2024-07-25",
-  "datePublished": "2024-10-01"
+  "datePublished": "2024-10-08"
 }
 
   </script><script>
diff --git a/06-github.html b/06-github.html
index 001c755..9d0f5c8 100644
--- a/06-github.html
+++ b/06-github.html
@@ -810,7 +810,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries-lab.github.io/python-aos-lesson/06-github.html",
   "dateCreated": "2018-01-15",
   "dateModified": "2024-07-25",
-  "datePublished": "2024-10-01"
+  "datePublished": "2024-10-08"
 }
 
   </script><script>
diff --git a/07-vectorisation.html b/07-vectorisation.html
index 9c12495..3bf2735 100644
--- a/07-vectorisation.html
+++ b/07-vectorisation.html
@@ -859,7 +859,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries-lab.github.io/python-aos-lesson/07-vectorisation.html",
   "dateCreated": "2018-01-15",
   "dateModified": "2024-07-25",
-  "datePublished": "2024-10-01"
+  "datePublished": "2024-10-08"
 }
 
   </script><script>
diff --git a/08-defensive.html b/08-defensive.html
index e1466d5..ba555e6 100644
--- a/08-defensive.html
+++ b/08-defensive.html
@@ -966,7 +966,7 @@ <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" 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"><
 <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="cb37">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1043,7 +1043,7 @@ <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">
   <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="cb38">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1302,7 +1302,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries-lab.github.io/python-aos-lesson/08-defensive.html",
   "dateCreated": "2018-01-15",
   "dateModified": "2024-07-25",
-  "datePublished": "2024-10-01"
+  "datePublished": "2024-10-08"
 }
 
   </script><script>
diff --git a/09-provenance.html b/09-provenance.html
index 39352eb..889567e 100644
--- a/09-provenance.html
+++ b/09-provenance.html
@@ -1073,7 +1073,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries-lab.github.io/python-aos-lesson/09-provenance.html",
   "dateCreated": "2018-01-15",
   "dateModified": "2024-07-25",
-  "datePublished": "2024-10-01"
+  "datePublished": "2024-10-08"
 }
 
   </script><script>
diff --git a/10-large-data.html b/10-large-data.html
index 3b2601f..25755ca 100644
--- a/10-large-data.html
+++ b/10-large-data.html
@@ -894,7 +894,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries-lab.github.io/python-aos-lesson/10-large-data.html",
   "dateCreated": "2018-01-15",
   "dateModified": "2024-07-25",
-  "datePublished": "2024-10-01"
+  "datePublished": "2024-10-08"
 }
 
   </script><script>
diff --git a/404.html b/404.html
index d05db1e..0d54fd1 100644
--- a/404.html
+++ b/404.html
@@ -413,8 +413,8 @@ <h1>Page not found</h1>
   "url": "https://carpentries-lab.github.io/python-aos-lesson/404.html",
   "identifier": "https://carpentries-lab.github.io/python-aos-lesson/404.html",
   "dateCreated": "2018-01-15",
-  "dateModified": "2024-10-01",
-  "datePublished": "2024-10-01"
+  "dateModified": "2024-10-08",
+  "datePublished": "2024-10-08"
 }
 
   </script><script>
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index 6c33fa4..a62cdcc 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -428,7 +428,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://carpentries-lab.github.io/python-aos-lesson/CODE_OF_CONDUCT.html",
   "dateCreated": "2018-01-15",
   "dateModified": "2024-07-25",
-  "datePublished": "2024-10-01"
+  "datePublished": "2024-10-08"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index dc71ed1..90de601 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -476,7 +476,7 @@ <h1>Licenses</h1>
   "identifier": "https://carpentries-lab.github.io/python-aos-lesson/LICENSE.html",
   "dateCreated": "2018-01-15",
   "dateModified": "2024-07-25",
-  "datePublished": "2024-10-01"
+  "datePublished": "2024-10-08"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index a2a7bea..c77c243 100644
--- a/aio.html
+++ b/aio.html
@@ -1900,7 +1900,7 @@ <h3 class="callout-title">Choices</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="cb13">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1936,7 +1936,7 @@ <h3 class="callout-title">Gridlines</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>Make the following additions to
 <code>plot_precipitation_climatology.py</code> (code omitted from this
@@ -1995,7 +1995,7 @@ <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">
   <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">
 <p>Make the following additions to
 <code>plot_precipitation_climatology.py</code> (code omitted from this
@@ -2088,7 +2088,7 @@ <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="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <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>
@@ -4506,7 +4506,7 @@ <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" 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
@@ -4549,7 +4549,7 @@ <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="#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="cb37">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -4583,7 +4583,7 @@ <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">
   <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="cb38">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -5974,8 +5974,8 @@ <h3 class="callout-title">Key Points</h3>
   "url": "https://carpentries-lab.github.io/python-aos-lesson/aio.html",
   "identifier": "https://carpentries-lab.github.io/python-aos-lesson/aio.html",
   "dateCreated": "2018-01-15",
-  "dateModified": "2024-10-01",
-  "datePublished": "2024-10-01"
+  "dateModified": "2024-10-08",
+  "datePublished": "2024-10-08"
 }
 
   </script><script>
diff --git a/helper_lesson_check.html b/helper_lesson_check.html
index a147ada..4a22055 100644
--- a/helper_lesson_check.html
+++ b/helper_lesson_check.html
@@ -439,7 +439,7 @@ <h1></h1>
   "identifier": "https://carpentries-lab.github.io/python-aos-lesson/helper_lesson_check.html",
   "dateCreated": "2018-01-15",
   "dateModified": "2024-07-25",
-  "datePublished": "2024-10-01"
+  "datePublished": "2024-10-08"
 }
 
   </script><script>
diff --git a/images.html b/images.html
index 2e513df..1fb93be 100644
--- a/images.html
+++ b/images.html
@@ -535,8 +535,8 @@ <h3 id="10-large-data-figure-1">Figure 1</h3>
   "url": "https://carpentries-lab.github.io/python-aos-lesson/images.html",
   "identifier": "https://carpentries-lab.github.io/python-aos-lesson/images.html",
   "dateCreated": "2018-01-15",
-  "dateModified": "2024-10-01",
-  "datePublished": "2024-10-01"
+  "dateModified": "2024-10-08",
+  "datePublished": "2024-10-08"
 }
 
   </script><script>
diff --git a/index.html b/index.html
index 5b78e97..bf74b8f 100644
--- a/index.html
+++ b/index.html
@@ -596,8 +596,8 @@ <h3 id="installation-of-python-packages-via-the-anaconda-navigator">Installation
   "url": "https://carpentries-lab.github.io/python-aos-lesson/index.html",
   "identifier": "https://carpentries-lab.github.io/python-aos-lesson/index.html",
   "dateCreated": "2018-01-15",
-  "dateModified": "2024-10-01",
-  "datePublished": "2024-10-01"
+  "dateModified": "2024-10-08",
+  "datePublished": "2024-10-08"
 }
 
   </script><script>
diff --git a/instructor-notes.html b/instructor-notes.html
index 9d94c69..a29887b 100644
--- a/instructor-notes.html
+++ b/instructor-notes.html
@@ -508,8 +508,8 @@ <h1>Instructor Notes</h1>
   "url": "https://carpentries-lab.github.io/python-aos-lesson/instructor-notes.html",
   "identifier": "https://carpentries-lab.github.io/python-aos-lesson/instructor-notes.html",
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diff --git a/instructor/01-conda.html b/instructor/01-conda.html
index cbaff40..55cdd91 100644
--- a/instructor/01-conda.html
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@@ -840,7 +840,7 @@ <h3 class="callout-title">Key Points</h3>
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diff --git a/instructor/02-visualisation.html b/instructor/02-visualisation.html
index bb4d213..a54f0ed 100644
--- a/instructor/02-visualisation.html
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diff --git a/instructor/03-functions.html b/instructor/03-functions.html
index 628605a..1044e68 100644
--- a/instructor/03-functions.html
+++ b/instructor/03-functions.html
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diff --git a/instructor/04-cmdline.html b/instructor/04-cmdline.html
index a106add..f0f7210 100644
--- a/instructor/04-cmdline.html
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-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
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 <div class="accordion-body">
 <p>Make the following additions to
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@@ -721,7 +721,7 @@ <h3 class="callout-title">Colorbar levels</h3>
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-<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
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@@ -814,7 +814,7 @@ <h3 class="callout-title">plot_precipitation_climatology.py</h3>
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-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
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@@ -1004,7 +1004,7 @@ <h3 class="callout-title">Key Points</h3>
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diff --git a/instructor/05-git.html b/instructor/05-git.html
index 87ca030..7fac748 100644
--- a/instructor/05-git.html
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@@ -1244,7 +1244,7 @@ <h3 class="callout-title">Key Points</h3>
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diff --git a/instructor/06-github.html b/instructor/06-github.html
index bdf8a76..d66f9a3 100644
--- a/instructor/06-github.html
+++ b/instructor/06-github.html
@@ -812,7 +812,7 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2018-01-15",
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diff --git a/instructor/07-vectorisation.html b/instructor/07-vectorisation.html
index 0991bc9..59f6c43 100644
--- a/instructor/07-vectorisation.html
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@@ -861,7 +861,7 @@ <h3 class="callout-title">Key Points</h3>
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   "dateModified": "2024-07-25",
-  "datePublished": "2024-10-01"
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diff --git a/instructor/08-defensive.html b/instructor/08-defensive.html
index 1dae9e0..f9be03d 100644
--- a/instructor/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>
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-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
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 <div class="codewrapper sourceCode" id="cb37">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1045,7 +1045,7 @@ <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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 <div class="codewrapper sourceCode" id="cb38">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1304,7 +1304,7 @@ <h3 class="callout-title">Key Points</h3>
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diff --git a/instructor/09-provenance.html b/instructor/09-provenance.html
index b145ac6..f3cdfc8 100644
--- a/instructor/09-provenance.html
+++ b/instructor/09-provenance.html
@@ -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 5c1c3ef..5958de2 100644
--- a/instructor/10-large-data.html
+++ b/instructor/10-large-data.html
@@ -896,7 +896,7 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2018-01-15",
   "dateModified": "2024-07-25",
-  "datePublished": "2024-10-01"
+  "datePublished": "2024-10-08"
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diff --git a/instructor/404.html b/instructor/404.html
index 988fc7e..1ad76c9 100644
--- a/instructor/404.html
+++ b/instructor/404.html
@@ -413,8 +413,8 @@ <h1>Page not found</h1>
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   "identifier": "https://carpentries-lab.github.io/python-aos-lesson/instructor/404.html",
   "dateCreated": "2018-01-15",
-  "dateModified": "2024-10-01",
-  "datePublished": "2024-10-01"
+  "dateModified": "2024-10-08",
+  "datePublished": "2024-10-08"
 }
 
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diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index cdc9092..082d1d4 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
@@ -430,7 +430,7 @@ <h1>Contributor Code of Conduct</h1>
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   "dateCreated": "2018-01-15",
   "dateModified": "2024-07-25",
-  "datePublished": "2024-10-01"
+  "datePublished": "2024-10-08"
 }
 
   </script><script>
diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index ac3be1e..fdeb604 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -478,7 +478,7 @@ <h1>Licenses</h1>
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   "dateModified": "2024-07-25",
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diff --git a/instructor/aio.html b/instructor/aio.html
index 986ee6d..1d3f335 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
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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">
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 <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>
@@ -1942,7 +1942,7 @@ <h3 class="callout-title">Gridlines</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>Make the following additions to
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@@ -2001,7 +2001,7 @@ <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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-<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
@@ -2094,7 +2094,7 @@ <h3 class="callout-title">plot_precipitation_climatology.py</h3>
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-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
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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
@@ -4559,7 +4559,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
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 <div class="codewrapper sourceCode" id="cb37">
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@@ -4593,7 +4593,7 @@ <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">
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@@ -5986,8 +5986,8 @@ <h3 class="callout-title">Key Points</h3>
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-  "dateModified": "2024-10-01",
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diff --git a/instructor/helper_lesson_check.html b/instructor/helper_lesson_check.html
index 7bc9a2a..9afa884 100644
--- a/instructor/helper_lesson_check.html
+++ b/instructor/helper_lesson_check.html
@@ -441,7 +441,7 @@ <h1></h1>
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   "dateCreated": "2018-01-15",
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diff --git a/instructor/images.html b/instructor/images.html
index 1703f17..7041150 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -537,8 +537,8 @@ <h3 id="10-large-data-figure-1">Figure 1</h3>
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   "dateCreated": "2018-01-15",
-  "dateModified": "2024-10-01",
-  "datePublished": "2024-10-01"
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diff --git a/instructor/index.html b/instructor/index.html
index b1e029a..f428b6f 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -692,8 +692,8 @@ <h3 id="installation-of-python-packages-via-the-anaconda-navigator">Installation
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   "dateCreated": "2018-01-15",
-  "dateModified": "2024-10-01",
-  "datePublished": "2024-10-01"
+  "dateModified": "2024-10-08",
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diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index 0a5800d..a61cade 100644
--- a/instructor/instructor-notes.html
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@@ -520,8 +520,8 @@ <h1>Instructor Notes</h1>
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   "dateCreated": "2018-01-15",
-  "dateModified": "2024-10-01",
-  "datePublished": "2024-10-01"
+  "dateModified": "2024-10-08",
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diff --git a/instructor/key-points.html b/instructor/key-points.html
index be59da6..1e365c2 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
@@ -560,8 +560,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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   "dateCreated": "2018-01-15",
-  "dateModified": "2024-10-01",
-  "datePublished": "2024-10-01"
+  "dateModified": "2024-10-08",
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diff --git a/instructor/paper.html b/instructor/paper.html
index 6eac377..9c07aa3 100644
--- a/instructor/paper.html
+++ b/instructor/paper.html
@@ -516,7 +516,7 @@ <h1 id="references">References<a class="anchor" aria-label="anchor" href="#refer
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   "dateModified": "2024-07-25",
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diff --git a/instructor/profiles.html b/instructor/profiles.html
index 1dd7cb9..3d6541d 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -379,8 +379,8 @@ <h1>Learner Profiles</h1>
   "url": "https://carpentries-lab.github.io/python-aos-lesson/instructor/profiles.html",
   "identifier": "https://carpentries-lab.github.io/python-aos-lesson/instructor/profiles.html",
   "dateCreated": "2018-01-15",
-  "dateModified": "2024-10-01",
-  "datePublished": "2024-10-01"
+  "dateModified": "2024-10-08",
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 }
 
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diff --git a/instructor/reference.html b/instructor/reference.html
index 6cefca8..d95deeb 100644
--- a/instructor/reference.html
+++ b/instructor/reference.html
@@ -422,7 +422,7 @@ <h1>Glossary</h1>
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   "dateCreated": "2018-01-15",
   "dateModified": "2024-07-25",
-  "datePublished": "2024-10-01"
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diff --git a/key-points.html b/key-points.html
index 4acc9c0..e9381a1 100644
--- a/key-points.html
+++ b/key-points.html
@@ -558,8 +558,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://carpentries-lab.github.io/python-aos-lesson/key-points.html",
   "identifier": "https://carpentries-lab.github.io/python-aos-lesson/key-points.html",
   "dateCreated": "2018-01-15",
-  "dateModified": "2024-10-01",
-  "datePublished": "2024-10-01"
+  "dateModified": "2024-10-08",
+  "datePublished": "2024-10-08"
 }
 
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diff --git a/paper.html b/paper.html
index 25be059..e40bb35 100644
--- a/paper.html
+++ b/paper.html
@@ -514,7 +514,7 @@ <h1 id="references">References<a class="anchor" aria-label="anchor" href="#refer
   "identifier": "https://carpentries-lab.github.io/python-aos-lesson/paper.html",
   "dateCreated": "2018-01-15",
   "dateModified": "2024-07-25",
-  "datePublished": "2024-10-01"
+  "datePublished": "2024-10-08"
 }
 
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diff --git a/pkgdown.yml b/pkgdown.yml
index dde6c2d..017f30a 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,4 +2,4 @@ pandoc: 3.1.11
 pkgdown: 2.1.1
 pkgdown_sha: ~
 articles: {}
-last_built: 2024-10-01T01:53Z
+last_built: 2024-10-08T01:44Z
diff --git a/profiles.html b/profiles.html
index c294a4b..0325074 100644
--- a/profiles.html
+++ b/profiles.html
@@ -379,8 +379,8 @@ <h1>Learner Profiles</h1>
   "url": "https://carpentries-lab.github.io/python-aos-lesson/profiles.html",
   "identifier": "https://carpentries-lab.github.io/python-aos-lesson/profiles.html",
   "dateCreated": "2018-01-15",
-  "dateModified": "2024-10-01",
-  "datePublished": "2024-10-01"
+  "dateModified": "2024-10-08",
+  "datePublished": "2024-10-08"
 }
 
   </script><script>
diff --git a/reference.html b/reference.html
index 4de338e..2b66212 100644
--- a/reference.html
+++ b/reference.html
@@ -420,7 +420,7 @@ <h1>Glossary</h1>
   "identifier": "https://carpentries-lab.github.io/python-aos-lesson/reference.html",
   "dateCreated": "2018-01-15",
   "dateModified": "2024-07-25",
-  "datePublished": "2024-10-01"
+  "datePublished": "2024-10-08"
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