From c3ef3f8dc0437b267ede1dc8603e96aca7cd57a7 Mon Sep 17 00:00:00 2001
From: GitHub Actions <actions@github.com>
Date: Tue, 29 Oct 2024 00:04:04 +0000
Subject: [PATCH] site deploy

Auto-generated via `{sandpaper}`
Source  : fc756cfcb2e296fbcd6d1014c96312b98034faf3
Branch  : md-outputs
Author  : GitHub Actions <actions@github.com>
Time    : 2024-09-20 15:59:52 +0000
Message : markdown source builds

Auto-generated via {sandpaper}
Source  : 4ca002a4a3f5bede2bba36fc1aa71c9277c90543
Branch  : main
Author  : Robert Chisholm <r.chisholm@sheffield.ac.uk>
Time    : 2024-09-20 15:58:20 +0000
Message : Update url within config.yaml to include protocol
---
 404.html                                      |  4 +--
 CODE_OF_CONDUCT.html                          |  2 +-
 LICENSE.html                                  |  2 +-
 acknowledgements.html                         |  2 +-
 aio.html                                      | 20 ++++++-------
 images.html                                   |  4 +--
 index.html                                    |  6 ++--
 instructor-notes.html                         |  4 +--
 instructor/404.html                           |  4 +--
 instructor/CODE_OF_CONDUCT.html               |  2 +-
 instructor/LICENSE.html                       |  2 +-
 instructor/acknowledgements.html              |  2 +-
 instructor/aio.html                           | 28 +++++++++----------
 instructor/images.html                        |  4 +--
 instructor/index.html                         |  6 ++--
 instructor/instructor-notes.html              |  4 +--
 instructor/key-points.html                    |  4 +--
 instructor/long-break1.html                   |  2 +-
 instructor/optimisation-conclusion.html       |  2 +-
 ...timisation-data-structures-algorithms.html |  8 +++---
 instructor/optimisation-introduction.html     |  4 +--
 instructor/optimisation-memory.html           |  2 +-
 instructor/optimisation-minimise-python.html  |  2 +-
 instructor/optimisation-use-latest.html       |  2 +-
 instructor/ppp.html                           |  2 +-
 instructor/profiles.html                      |  4 +--
 instructor/profiling-conclusion.html          |  2 +-
 instructor/profiling-functions.html           |  2 +-
 instructor/profiling-introduction.html        |  6 ++--
 instructor/profiling-lines.html               | 14 +++++-----
 instructor/reference.html                     |  2 +-
 instructor/registration.html                  |  2 +-
 instructor/short-break1.html                  |  2 +-
 key-points.html                               |  4 +--
 long-break1.html                              |  2 +-
 optimisation-conclusion.html                  |  2 +-
 optimisation-data-structures-algorithms.html  |  6 ++--
 optimisation-introduction.html                |  2 +-
 optimisation-memory.html                      |  2 +-
 optimisation-minimise-python.html             |  2 +-
 optimisation-use-latest.html                  |  2 +-
 pkgdown.yml                                   |  2 +-
 ppp.html                                      |  2 +-
 profiles.html                                 |  4 +--
 profiling-conclusion.html                     |  2 +-
 profiling-functions.html                      |  2 +-
 profiling-introduction.html                   |  4 +--
 profiling-lines.html                          | 12 ++++----
 reference.html                                |  2 +-
 registration.html                             |  2 +-
 short-break1.html                             |  2 +-
 51 files changed, 107 insertions(+), 107 deletions(-)

diff --git a/404.html b/404.html
index 0d34aa5..e03772f 100644
--- a/404.html
+++ b/404.html
@@ -464,8 +464,8 @@ <h1>Page not found</h1>
   "url": "https://rse.shef.ac.uk/pando-python/404.html",
   "identifier": "https://rse.shef.ac.uk/pando-python/404.html",
   "dateCreated": "2024-02-01",
-  "dateModified": "2024-10-22",
-  "datePublished": "2024-10-22"
+  "dateModified": "2024-10-29",
+  "datePublished": "2024-10-29"
 }
 
   </script><script>
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index 81ae562..d6aaec5 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -469,7 +469,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://rse.shef.ac.uk/pando-python/CODE_OF_CONDUCT.html",
   "dateCreated": "2024-02-01",
   "dateModified": "2024-03-20",
-  "datePublished": "2024-10-22"
+  "datePublished": "2024-10-29"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index d4b666f..e0a6d21 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -517,7 +517,7 @@ <h1>Licenses</h1>
   "identifier": "https://rse.shef.ac.uk/pando-python/LICENSE.html",
   "dateCreated": "2024-02-01",
   "dateModified": "2024-03-20",
-  "datePublished": "2024-10-22"
+  "datePublished": "2024-10-29"
 }
 
   </script><script>
diff --git a/acknowledgements.html b/acknowledgements.html
index 5a36f8b..fc77732 100644
--- a/acknowledgements.html
+++ b/acknowledgements.html
@@ -488,7 +488,7 @@ <h1>Acknowledgements</h1>
   "identifier": "https://rse.shef.ac.uk/pando-python/acknowledgements.html",
   "dateCreated": "2024-02-01",
   "dateModified": "2024-03-20",
-  "datePublished": "2024-10-22"
+  "datePublished": "2024-10-29"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index 35b8e3d..23dfd72 100644
--- a/aio.html
+++ b/aio.html
@@ -755,7 +755,7 @@ <h3 class="callout-title">Exercise (5 minutes)</h3>
 <button class="accordion-button hint-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseHint1" aria-expanded="false" aria-controls="collapseHint1">
   <h4 class="accordion-header" id="headingHint1"> Give me a hint </h4>
 </button>
-<div id="collapseHint1" class="accordion-collapse collapse" aria-labelledby="headingHint1" data-bs-parent="#accordionHint1">
+<div id="collapseHint1" class="accordion-collapse collapse" data-bs-parent="#accordionHint1" aria-labelledby="headingHint1">
 <div class="accordion-body">
 <ul>
 <li>What tools and techniques would be required?</li>
@@ -1550,7 +1550,7 @@ <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><
 <button class="accordion-button spoiler-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSpoiler1" aria-expanded="false" aria-controls="collapseSpoiler1">
   <h3 class="accordion-header" id="headingSpoiler1">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div> Mac OS </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
 <div class="accordion-body">
 <p>If you are unable to install <code>line_profiler</code> via
 <code>pip</code> on MacOS. Instead it can be installed via
@@ -1913,7 +1913,7 @@ <h3 class="callout-title">Exercise 1: BubbleSort</h3>
 <button class="accordion-button hint-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseHint1" aria-expanded="false" aria-controls="collapseHint1">
   <h4 class="accordion-header" id="headingHint1"> Give me a hint </h4>
 </button>
-<div id="collapseHint1" class="accordion-collapse collapse" aria-labelledby="headingHint1" data-bs-parent="#accordionHint1">
+<div id="collapseHint1" class="accordion-collapse collapse" data-bs-parent="#accordionHint1" aria-labelledby="headingHint1">
 <div class="accordion-body">
 <ul>
 <li>Remember that the code needs to be moved into a method decorated
@@ -1933,7 +1933,7 @@ <h4 class="accordion-header" id="headingHint1"> Give me a hint </h4>
 <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>If you chose to profile the whole code, it may look like this:</p>
 <div class="codewrapper sourceCode" id="cb17">
@@ -2053,7 +2053,7 @@ <h3 class="callout-title">Exercise 2: Predator Prey</h3>
 <button class="accordion-button hint-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseHint2" aria-expanded="false" aria-controls="collapseHint2">
   <h4 class="accordion-header" id="headingHint2"> Give me a hint </h4>
 </button>
-<div id="collapseHint2" class="accordion-collapse collapse" aria-labelledby="headingHint2" data-bs-parent="#accordionHint2">
+<div id="collapseHint2" class="accordion-collapse collapse" data-bs-parent="#accordionHint2" aria-labelledby="headingHint2">
 <div class="accordion-body">
 <ul>
 <li>Remember that the function needs to be decorated with
@@ -2075,7 +2075,7 @@ <h4 class="accordion-header" id="headingHint2"> Give me a hint </h4>
 <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>First the function must be decorated</p>
 <div class="codewrapper sourceCode" id="cb21">
@@ -2821,7 +2821,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button hint-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseHint1" aria-expanded="false" aria-controls="collapseHint1">
   <h4 class="accordion-header" id="headingHint1"> Give me a hint </h4>
 </button>
-<div id="collapseHint1" class="accordion-collapse collapse" data-bs-parent="#accordionHint1" aria-labelledby="headingHint1">
+<div id="collapseHint1" class="accordion-collapse collapse" aria-labelledby="headingHint1" data-bs-parent="#accordionHint1">
 <div class="accordion-body">
 <ul>
 <li>
@@ -2849,7 +2849,7 @@ <h4 class="accordion-header" id="headingHint1"> Give me a hint </h4>
 <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>Constructing a set by passing in a single list is the clear
 winner.</p>
@@ -4485,8 +4485,8 @@ <h3 class="callout-title">Key Points</h3>
   "url": "https://rse.shef.ac.uk/pando-python/aio.html",
   "identifier": "https://rse.shef.ac.uk/pando-python/aio.html",
   "dateCreated": "2024-02-01",
-  "dateModified": "2024-10-22",
-  "datePublished": "2024-10-22"
+  "dateModified": "2024-10-29",
+  "datePublished": "2024-10-29"
 }
 
   </script><script>
diff --git a/images.html b/images.html
index ee7bdfe..411748c 100644
--- a/images.html
+++ b/images.html
@@ -595,8 +595,8 @@ <h3 id="optimisation-memory-figure-3">Figure 3</h3>
   "url": "https://rse.shef.ac.uk/pando-python/images.html",
   "identifier": "https://rse.shef.ac.uk/pando-python/images.html",
   "dateCreated": "2024-02-01",
-  "dateModified": "2024-10-22",
-  "datePublished": "2024-10-22"
+  "dateModified": "2024-10-29",
+  "datePublished": "2024-10-29"
 }
 
   </script><script>
diff --git a/index.html b/index.html
index 61eb942..3c8ca9c 100644
--- a/index.html
+++ b/index.html
@@ -480,7 +480,7 @@ <h3 class="accordion-header" id="headingSpoiler1">
   Mac OS (line_profiler)
   </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
 <div class="accordion-body">
 <p>If you are unable to install <code>line_profiler</code> via
 <code>pip</code> on MacOS. Instead it can be installed via
@@ -569,8 +569,8 @@ <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><
   "url": "https://rse.shef.ac.uk/pando-python/index.html",
   "identifier": "https://rse.shef.ac.uk/pando-python/index.html",
   "dateCreated": "2024-02-01",
-  "dateModified": "2024-10-22",
-  "datePublished": "2024-10-22"
+  "dateModified": "2024-10-29",
+  "datePublished": "2024-10-29"
 }
 
   </script><script>
diff --git a/instructor-notes.html b/instructor-notes.html
index 9fc6a30..fe18901 100644
--- a/instructor-notes.html
+++ b/instructor-notes.html
@@ -518,8 +518,8 @@ <h1>Instructor Notes</h1>
   "url": "https://rse.shef.ac.uk/pando-python/instructor-notes.html",
   "identifier": "https://rse.shef.ac.uk/pando-python/instructor-notes.html",
   "dateCreated": "2024-02-01",
-  "dateModified": "2024-10-22",
-  "datePublished": "2024-10-22"
+  "dateModified": "2024-10-29",
+  "datePublished": "2024-10-29"
 }
 
   </script><script>
diff --git a/instructor/404.html b/instructor/404.html
index 4acfda6..247fa00 100644
--- a/instructor/404.html
+++ b/instructor/404.html
@@ -464,8 +464,8 @@ <h1>Page not found</h1>
   "url": "https://rse.shef.ac.uk/pando-python/instructor/404.html",
   "identifier": "https://rse.shef.ac.uk/pando-python/instructor/404.html",
   "dateCreated": "2024-02-01",
-  "dateModified": "2024-10-22",
-  "datePublished": "2024-10-22"
+  "dateModified": "2024-10-29",
+  "datePublished": "2024-10-29"
 }
 
   </script><script>
diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index 331d4ae..753db77 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
@@ -471,7 +471,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://rse.shef.ac.uk/pando-python/instructor/CODE_OF_CONDUCT.html",
   "dateCreated": "2024-02-01",
   "dateModified": "2024-03-20",
-  "datePublished": "2024-10-22"
+  "datePublished": "2024-10-29"
 }
 
   </script><script>
diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index a48a38f..1ef98d3 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -519,7 +519,7 @@ <h1>Licenses</h1>
   "identifier": "https://rse.shef.ac.uk/pando-python/instructor/LICENSE.html",
   "dateCreated": "2024-02-01",
   "dateModified": "2024-03-20",
-  "datePublished": "2024-10-22"
+  "datePublished": "2024-10-29"
 }
 
   </script><script>
diff --git a/instructor/acknowledgements.html b/instructor/acknowledgements.html
index b60f10a..222ecc9 100644
--- a/instructor/acknowledgements.html
+++ b/instructor/acknowledgements.html
@@ -490,7 +490,7 @@ <h1>Acknowledgements</h1>
   "identifier": "https://rse.shef.ac.uk/pando-python/instructor/acknowledgements.html",
   "dateCreated": "2024-02-01",
   "dateModified": "2024-03-20",
-  "datePublished": "2024-10-22"
+  "datePublished": "2024-10-29"
 }
 
   </script><script>
diff --git a/instructor/aio.html b/instructor/aio.html
index b91641b..56e0d3b 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -556,7 +556,7 @@ <h3 class="callout-title">All Programmers Can Benefit</h3>
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor1" aria-expanded="false" aria-controls="collapseInstructor1">
   <h3 class="accordion-header" id="headingInstructor1">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> Instructor Note </h3>
 </button>
-<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
 <div class="accordion-body">
 <p>The bottlenecked implementation was naively parsing a 10MB JSON file
 to create a list of unique items.</p>
@@ -785,7 +785,7 @@ <h3 class="callout-title">Exercise (5 minutes)</h3>
 <button class="accordion-button hint-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseHint1" aria-expanded="false" aria-controls="collapseHint1">
   <h4 class="accordion-header" id="headingHint1"> Give me a hint </h4>
 </button>
-<div id="collapseHint1" class="accordion-collapse collapse" aria-labelledby="headingHint1" data-bs-parent="#accordionHint1">
+<div id="collapseHint1" class="accordion-collapse collapse" data-bs-parent="#accordionHint1" aria-labelledby="headingHint1">
 <div class="accordion-body">
 <ul>
 <li>What tools and techniques would be required?</li>
@@ -1667,7 +1667,7 @@ <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><
 <button class="accordion-button spoiler-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSpoiler1" aria-expanded="false" aria-controls="collapseSpoiler1">
   <h3 class="accordion-header" id="headingSpoiler1">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div> Mac OS </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
 <div class="accordion-body">
 <p>If you are unable to install <code>line_profiler</code> via
 <code>pip</code> on MacOS. Instead it can be installed via
@@ -2030,7 +2030,7 @@ <h3 class="callout-title">Exercise 1: BubbleSort</h3>
 <button class="accordion-button hint-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseHint1" aria-expanded="false" aria-controls="collapseHint1">
   <h4 class="accordion-header" id="headingHint1"> Give me a hint </h4>
 </button>
-<div id="collapseHint1" class="accordion-collapse collapse" aria-labelledby="headingHint1" data-bs-parent="#accordionHint1">
+<div id="collapseHint1" class="accordion-collapse collapse" data-bs-parent="#accordionHint1" aria-labelledby="headingHint1">
 <div class="accordion-body">
 <ul>
 <li>Remember that the code needs to be moved into a method decorated
@@ -2050,7 +2050,7 @@ <h4 class="accordion-header" id="headingHint1"> Give me a hint </h4>
 <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>If you chose to profile the whole code, it may look like this:</p>
 <div class="codewrapper sourceCode" id="cb17">
@@ -2152,7 +2152,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor1" aria-expanded="false" aria-controls="collapseInstructor1">
   <h3 class="accordion-header" id="headingInstructor1">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> Instructor Note </h3>
 </button>
-<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
 <div class="accordion-body">
 <p>Download the pre-generated <code>line_profiler</code> output, this
 can be opened be to save waiting for the profiler.</p>
@@ -2190,7 +2190,7 @@ <h3 class="callout-title">Exercise 2: Predator Prey</h3>
 <button class="accordion-button hint-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseHint2" aria-expanded="false" aria-controls="collapseHint2">
   <h4 class="accordion-header" id="headingHint2"> Give me a hint </h4>
 </button>
-<div id="collapseHint2" class="accordion-collapse collapse" aria-labelledby="headingHint2" data-bs-parent="#accordionHint2">
+<div id="collapseHint2" class="accordion-collapse collapse" data-bs-parent="#accordionHint2" aria-labelledby="headingHint2">
 <div class="accordion-body">
 <ul>
 <li>Remember that the function needs to be decorated with
@@ -2212,7 +2212,7 @@ <h4 class="accordion-header" id="headingHint2"> Give me a hint </h4>
 <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>First the function must be decorated</p>
 <div class="codewrapper sourceCode" id="cb21">
@@ -2591,7 +2591,7 @@ <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor1" aria-expanded="false" aria-controls="collapseInstructor1">
   <h3 class="accordion-header" id="headingInstructor1">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> Instructor Note </h3>
 </button>
-<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
 <div class="accordion-body">
 <ul>
 <li>Fixtures: A test fixture is a common class which multiple tests can
@@ -2702,7 +2702,7 @@ <h3 class="card-title">Objectives</h3>
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 <p>The important information for students to learn within this episode
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@@ -722,7 +722,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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@@ -748,7 +748,7 @@ <h4 class="accordion-header" id="headingHint1"> Give me a hint </h4>
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 <div class="accordion-body">
 <p>Constructing a set by passing in a single list is the clear
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 <div class="accordion-body">
 <ul><li>Fixtures: A test fixture is a common class which multiple tests can
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diff --git a/instructor/optimisation-memory.html b/instructor/optimisation-memory.html
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diff --git a/instructor/ppp.html b/instructor/ppp.html
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 }
 
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diff --git a/instructor/profiles.html b/instructor/profiles.html
index 6ae7cc2..c24c382 100644
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diff --git a/instructor/profiling-conclusion.html b/instructor/profiling-conclusion.html
index 4483d26..61fede3 100644
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diff --git a/instructor/profiling-functions.html b/instructor/profiling-functions.html
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diff --git a/instructor/profiling-introduction.html b/instructor/profiling-introduction.html
index 7dc9be1..cffc58d 100644
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 </button>
-<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
 <div class="accordion-body">
 <p>The bottlenecked implementation was naively parsing a 10MB JSON file
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@@ -703,7 +703,7 @@ <h3 class="callout-title">Exercise (5 minutes)</h3>
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 </button>
-<div id="collapseHint1" class="accordion-collapse collapse" aria-labelledby="headingHint1" data-bs-parent="#accordionHint1">
+<div id="collapseHint1" class="accordion-collapse collapse" data-bs-parent="#accordionHint1" aria-labelledby="headingHint1">
 <div class="accordion-body">
 <ul><li>What tools and techniques would be required?</li>
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 }
 
   </script><script>
diff --git a/instructor/profiling-lines.html b/instructor/profiling-lines.html
index 85668c3..8f9d957 100644
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 <button class="accordion-button spoiler-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSpoiler1" aria-expanded="false" aria-controls="collapseSpoiler1">
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 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
 <div class="accordion-body">
 <p>If you are unable to install <code>line_profiler</code> via
 <code>pip</code> on MacOS. Instead it can be installed via
@@ -802,7 +802,7 @@ <h3 class="callout-title">Exercise 1: BubbleSort</h3>
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   <h4 class="accordion-header" id="headingHint1"> Give me a hint </h4>
 </button>
-<div id="collapseHint1" class="accordion-collapse collapse" aria-labelledby="headingHint1" data-bs-parent="#accordionHint1">
+<div id="collapseHint1" class="accordion-collapse collapse" data-bs-parent="#accordionHint1" aria-labelledby="headingHint1">
 <div class="accordion-body">
 <ul><li>Remember that the code needs to be moved into a method decorated
 with <code>@profile</code>
@@ -820,7 +820,7 @@ <h4 class="accordion-header" id="headingHint1"> Give me a hint </h4>
 <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>If you chose to profile the whole code, it may look like this:</p>
 <div class="codewrapper sourceCode" id="cb17">
@@ -922,7 +922,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
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 </button>
-<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
 <div class="accordion-body">
 <p>Download the pre-generated <code>line_profiler</code> output, this
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@@ -958,7 +958,7 @@ <h3 class="callout-title">Exercise 2: Predator Prey</h3>
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 </button>
-<div id="collapseHint2" class="accordion-collapse collapse" aria-labelledby="headingHint2" data-bs-parent="#accordionHint2">
+<div id="collapseHint2" class="accordion-collapse collapse" data-bs-parent="#accordionHint2" aria-labelledby="headingHint2">
 <div class="accordion-body">
 <ul><li>Remember that the function needs to be decorated with
 <code>@profile</code>
@@ -978,7 +978,7 @@ <h4 class="accordion-header" id="headingHint2"> Give me a hint </h4>
 <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>First the function must be decorated</p>
 <div class="codewrapper sourceCode" id="cb21">
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   "dateCreated": "2024-02-01",
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@@ -729,7 +729,7 @@ <h4 class="accordion-header" id="headingHint1"> Give me a hint </h4>
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 <div class="accordion-body">
 <p>Constructing a set by passing in a single list is the clear
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diff --git a/optimisation-introduction.html b/optimisation-introduction.html
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diff --git a/pkgdown.yml b/pkgdown.yml
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diff --git a/profiles.html b/profiles.html
index f8d5b43..8faf85b 100644
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diff --git a/profiling-conclusion.html b/profiling-conclusion.html
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diff --git a/profiling-functions.html b/profiling-functions.html
index 12a0740..bab3be5 100644
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diff --git a/profiling-introduction.html b/profiling-introduction.html
index 85f779c..6c02a3d 100644
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 <button class="accordion-button hint-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseHint1" aria-expanded="false" aria-controls="collapseHint1">
   <h4 class="accordion-header" id="headingHint1"> Give me a hint </h4>
 </button>
-<div id="collapseHint1" class="accordion-collapse collapse" aria-labelledby="headingHint1" data-bs-parent="#accordionHint1">
+<div id="collapseHint1" class="accordion-collapse collapse" data-bs-parent="#accordionHint1" aria-labelledby="headingHint1">
 <div class="accordion-body">
 <ul><li>What tools and techniques would be required?</li>
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@@ -789,7 +789,7 @@ <h3 class="callout-title">Key Points</h3>
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   </script><script>
diff --git a/profiling-lines.html b/profiling-lines.html
index 35aae8b..7e1609c 100644
--- a/profiling-lines.html
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+<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
 <div class="accordion-body">
 <p>If you are unable to install <code>line_profiler</code> via
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@@ -800,7 +800,7 @@ <h3 class="callout-title">Exercise 1: BubbleSort</h3>
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   <h4 class="accordion-header" id="headingHint1"> Give me a hint </h4>
 </button>
-<div id="collapseHint1" class="accordion-collapse collapse" aria-labelledby="headingHint1" data-bs-parent="#accordionHint1">
+<div id="collapseHint1" class="accordion-collapse collapse" data-bs-parent="#accordionHint1" aria-labelledby="headingHint1">
 <div class="accordion-body">
 <ul><li>Remember that the code needs to be moved into a method decorated
 with <code>@profile</code>
@@ -818,7 +818,7 @@ <h4 class="accordion-header" id="headingHint1"> Give me a hint </h4>
 <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 class="accordion-body">
 <p>If you chose to profile the whole code, it may look like this:</p>
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@@ -938,7 +938,7 @@ <h3 class="callout-title">Exercise 2: Predator Prey</h3>
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 </button>
-<div id="collapseHint2" class="accordion-collapse collapse" aria-labelledby="headingHint2" data-bs-parent="#accordionHint2">
+<div id="collapseHint2" class="accordion-collapse collapse" data-bs-parent="#accordionHint2" aria-labelledby="headingHint2">
 <div class="accordion-body">
 <ul><li>Remember that the function needs to be decorated with
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@@ -958,7 +958,7 @@ <h4 class="accordion-header" id="headingHint2"> Give me a hint </h4>
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 <div class="accordion-body">
 <p>First the function must be decorated</p>
 <div class="codewrapper sourceCode" id="cb21">
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diff --git a/registration.html b/registration.html
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diff --git a/short-break1.html b/short-break1.html
index 0a3bf71..823cf82 100644
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