From 028e2d623d5efc5cd720da9acfd3b946fbc46e8a Mon Sep 17 00:00:00 2001
From: GitHub Actions <actions@github.com>
Date: Tue, 5 Nov 2024 01:25:19 +0000
Subject: [PATCH] site deploy

Auto-generated via `{sandpaper}`
Source  : 54fafa0d3489209a7de3d245e10b296606b5b6f9
Branch  : md-outputs
Author  : GitHub Actions <actions@github.com>
Time    : 2024-11-05 01:25:01 +0000
Message : markdown source builds

Auto-generated via `{sandpaper}`
Source  : be90897e41907908fa9861b252e1a3b5ce546cb3
Branch  : main
Author  : Sylvia Whittle <86117496+SylviaWhittle@users.noreply.github.com>
Time    : 2024-09-19 22:11:55 +0000
Message : Add short overview and improve structure
---
 00-introduction.html                         |  8 +--
 01-why-test-my-code.html                     | 10 ++--
 02-simple-tests.html                         | 10 ++--
 03-interacting-with-tests.html               |  8 +--
 04-unit-tests-best-practices.html            |  8 +--
 05-testing-exceptions.html                   |  8 +--
 06-testing-data-structures.html              | 16 +++---
 07-fixtures.html                             |  6 +--
 08-parametrization.html                      |  6 +--
 09-testing-output-files.html                 |  6 +--
 10-CI.html                                   |  6 +--
 404.html                                     |  4 +-
 CODE_OF_CONDUCT.html                         |  6 +--
 LICENSE.html                                 |  6 +--
 aio.html                                     | 52 ++++++++++----------
 images.html                                  |  4 +-
 index.html                                   |  4 +-
 instructor-notes.html                        |  4 +-
 instructor/00-introduction.html              |  8 +--
 instructor/01-why-test-my-code.html          | 10 ++--
 instructor/02-simple-tests.html              | 10 ++--
 instructor/03-interacting-with-tests.html    |  8 +--
 instructor/04-unit-tests-best-practices.html |  8 +--
 instructor/05-testing-exceptions.html        |  8 +--
 instructor/06-testing-data-structures.html   | 16 +++---
 instructor/07-fixtures.html                  |  6 +--
 instructor/08-parametrization.html           |  6 +--
 instructor/09-testing-output-files.html      |  6 +--
 instructor/10-CI.html                        |  6 +--
 instructor/404.html                          |  4 +-
 instructor/CODE_OF_CONDUCT.html              |  6 +--
 instructor/LICENSE.html                      |  6 +--
 instructor/aio.html                          | 52 ++++++++++----------
 instructor/images.html                       |  4 +-
 instructor/index.html                        |  4 +-
 instructor/instructor-notes.html             |  4 +-
 instructor/key-points.html                   |  4 +-
 instructor/profiles.html                     |  4 +-
 instructor/reference.html                    |  6 +--
 key-points.html                              |  4 +-
 md5sum.txt                                   | 42 ++++++++--------
 pkgdown.yml                                  |  2 +-
 profiles.html                                |  4 +-
 reference.html                               |  6 +--
 44 files changed, 208 insertions(+), 208 deletions(-)

diff --git a/00-introduction.html b/00-introduction.html
index b7e9d8f..5c9e481 100644
--- a/00-introduction.html
+++ b/00-introduction.html
@@ -376,7 +376,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Introduction</h1>
-        <p>Last updated on 2024-10-29 |
+        <p>Last updated on 2024-11-05 |
 
         <a href="https://github.com/SylviaWhittle/python-testing-for-research/edit/main/episodes/00-introduction.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -481,7 +481,7 @@ <h3 class="callout-title">Challenge 1: Talk to your neighbour</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" 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">
 <ul><li>Perhaps during a project your code kept breaking and taking up a lot
 of your time?</li>
@@ -581,8 +581,8 @@ <h3 class="callout-title">Key Points</h3>
   "url": "https://sylviawhittle.github.io/python-testing-for-research/00-introduction.html",
   "identifier": "https://sylviawhittle.github.io/python-testing-for-research/00-introduction.html",
   "dateCreated": "2024-03-08",
-  "dateModified": "2024-10-29",
-  "datePublished": "2024-10-29"
+  "dateModified": "2024-11-05",
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/01-why-test-my-code.html b/01-why-test-my-code.html
index 27f8b3f..d65a986 100644
--- a/01-why-test-my-code.html
+++ b/01-why-test-my-code.html
@@ -379,7 +379,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Why Test My Code?</h1>
-        <p>Last updated on 2024-10-29 |
+        <p>Last updated on 2024-11-05 |
 
         <a href="https://github.com/SylviaWhittle/python-testing-for-research/edit/main/episodes/01-why-test-my-code.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -504,7 +504,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Answer
   </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 first function will incorrectly greet the user, as it is missing
 a space after “Hello”. It would print <code>HelloAlice!</code> instead
@@ -618,7 +618,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Answer
   </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">
 <ul><li><p>We might want to check that the speed is within a safe
 range.</p></li>
@@ -722,8 +722,8 @@ <h3 class="callout-title">Key Points</h3>
   "url": "https://sylviawhittle.github.io/python-testing-for-research/01-why-test-my-code.html",
   "identifier": "https://sylviawhittle.github.io/python-testing-for-research/01-why-test-my-code.html",
   "dateCreated": "2024-03-08",
-  "dateModified": "2024-10-29",
-  "datePublished": "2024-10-29"
+  "dateModified": "2024-11-05",
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/02-simple-tests.html b/02-simple-tests.html
index d7995fa..29993f3 100644
--- a/02-simple-tests.html
+++ b/02-simple-tests.html
@@ -375,7 +375,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Simple Tests</h1>
-        <p>Last updated on 2024-10-29 |
+        <p>Last updated on 2024-11-05 |
 
         <a href="https://github.com/SylviaWhittle/python-testing-for-research/edit/main/episodes/02-simple-tests.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -532,7 +532,7 @@ <h3 class="callout-title">Challenge 1: Use the assert keyword to update the test
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb7">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -591,7 +591,7 @@ <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"> 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>There are many different test cases that you could include, but it’s
 important to check that different types of cases are covered. A test for
@@ -715,8 +715,8 @@ <h3 class="callout-title">Key Points</h3>
   "url": "https://sylviawhittle.github.io/python-testing-for-research/02-simple-tests.html",
   "identifier": "https://sylviawhittle.github.io/python-testing-for-research/02-simple-tests.html",
   "dateCreated": "2024-03-08",
-  "dateModified": "2024-10-29",
-  "datePublished": "2024-10-29"
+  "dateModified": "2024-11-05",
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/03-interacting-with-tests.html b/03-interacting-with-tests.html
index 533e012..9b97a31 100644
--- a/03-interacting-with-tests.html
+++ b/03-interacting-with-tests.html
@@ -377,7 +377,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Interacting with Tests</h1>
-        <p>Last updated on 2024-10-29 |
+        <p>Last updated on 2024-11-05 |
 
         <a href="https://github.com/SylviaWhittle/python-testing-for-research/edit/main/episodes/03-interacting-with-tests.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -647,7 +647,7 @@ <h3 class="callout-title">Challenge - Experiment with pytest options</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">
 <ul><li><p>Run <code>pytest -v</code> to see more detailed output.</p></li>
 <li><p>Run <code>pytest -q</code> to see less detailed output.</p></li>
@@ -759,8 +759,8 @@ <h3 class="callout-title">Key Points</h3>
   "url": "https://sylviawhittle.github.io/python-testing-for-research/03-interacting-with-tests.html",
   "identifier": "https://sylviawhittle.github.io/python-testing-for-research/03-interacting-with-tests.html",
   "dateCreated": "2024-03-08",
-  "dateModified": "2024-10-29",
-  "datePublished": "2024-10-29"
+  "dateModified": "2024-11-05",
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/04-unit-tests-best-practices.html b/04-unit-tests-best-practices.html
index 911d413..2612829 100644
--- a/04-unit-tests-best-practices.html
+++ b/04-unit-tests-best-practices.html
@@ -380,7 +380,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Unit tests &amp; Testing Practices</h1>
-        <p>Last updated on 2024-10-29 |
+        <p>Last updated on 2024-11-05 |
 
         <a href="https://github.com/SylviaWhittle/python-testing-for-research/edit/main/episodes/04-unit-tests-best-practices.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -720,7 +720,7 @@ <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" 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>The function can be broken down into smaller functions, each of which
 can be tested separately:</p>
@@ -970,8 +970,8 @@ <h3 class="callout-title">Key Points</h3>
   "url": "https://sylviawhittle.github.io/python-testing-for-research/04-unit-tests-best-practices.html",
   "identifier": "https://sylviawhittle.github.io/python-testing-for-research/04-unit-tests-best-practices.html",
   "dateCreated": "2024-03-08",
-  "dateModified": "2024-10-29",
-  "datePublished": "2024-10-29"
+  "dateModified": "2024-11-05",
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/05-testing-exceptions.html b/05-testing-exceptions.html
index 9bbaefd..7605d10 100644
--- a/05-testing-exceptions.html
+++ b/05-testing-exceptions.html
@@ -374,7 +374,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Testing for Exceptions</h1>
-        <p>Last updated on 2024-10-29 |
+        <p>Last updated on 2024-11-05 |
 
         <a href="https://github.com/SylviaWhittle/python-testing-for-research/edit/main/episodes/05-testing-exceptions.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -480,7 +480,7 @@ <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" 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="cb5">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -584,8 +584,8 @@ <h3 class="callout-title">Key Points</h3>
   "url": "https://sylviawhittle.github.io/python-testing-for-research/05-testing-exceptions.html",
   "identifier": "https://sylviawhittle.github.io/python-testing-for-research/05-testing-exceptions.html",
   "dateCreated": "2024-03-08",
-  "dateModified": "2024-10-29",
-  "datePublished": "2024-10-29"
+  "dateModified": "2024-11-05",
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/06-testing-data-structures.html b/06-testing-data-structures.html
index 45020d3..1754688 100644
--- a/06-testing-data-structures.html
+++ b/06-testing-data-structures.html
@@ -374,7 +374,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Testing Data Structures</h1>
-        <p>Last updated on 2024-10-29 |
+        <p>Last updated on 2024-11-05 |
 
         <a href="https://github.com/SylviaWhittle/python-testing-for-research/edit/main/episodes/06-testing-data-structures.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -633,7 +633,7 @@ <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" 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="cb8">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -689,7 +689,7 @@ <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" 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">
 <div class="codewrapper sourceCode" id="cb10">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -740,7 +740,7 @@ <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="#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">
 <div class="codewrapper sourceCode" id="cb12">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -819,7 +819,7 @@ <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="#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">
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 <div class="codewrapper sourceCode" id="cb14">
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@@ -914,7 +914,7 @@ <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="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb17">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1037,8 +1037,8 @@ <h3 class="callout-title">Key Points</h3>
   "url": "https://sylviawhittle.github.io/python-testing-for-research/06-testing-data-structures.html",
   "identifier": "https://sylviawhittle.github.io/python-testing-for-research/06-testing-data-structures.html",
   "dateCreated": "2024-03-08",
-  "dateModified": "2024-10-29",
-  "datePublished": "2024-10-29"
+  "dateModified": "2024-11-05",
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/07-fixtures.html b/07-fixtures.html
index 34b2b0d..8e7ad68 100644
--- a/07-fixtures.html
+++ b/07-fixtures.html
@@ -375,7 +375,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Fixtures</h1>
-        <p>Last updated on 2024-10-29 |
+        <p>Last updated on 2024-11-05 |
 
         <a href="https://github.com/SylviaWhittle/python-testing-for-research/edit/main/episodes/07-fixtures.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -927,8 +927,8 @@ <h3 class="callout-title">Key Points</h3>
   "url": "https://sylviawhittle.github.io/python-testing-for-research/07-fixtures.html",
   "identifier": "https://sylviawhittle.github.io/python-testing-for-research/07-fixtures.html",
   "dateCreated": "2024-03-08",
-  "dateModified": "2024-10-29",
-  "datePublished": "2024-10-29"
+  "dateModified": "2024-11-05",
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/08-parametrization.html b/08-parametrization.html
index 24bab02..9bcc460 100644
--- a/08-parametrization.html
+++ b/08-parametrization.html
@@ -374,7 +374,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Parametrization</h1>
-        <p>Last updated on 2024-10-29 |
+        <p>Last updated on 2024-11-05 |
 
         <a href="https://github.com/SylviaWhittle/python-testing-for-research/edit/main/episodes/08-parametrization.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -705,8 +705,8 @@ <h3 class="callout-title">Key Points</h3>
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diff --git a/index.html b/index.html
index c70cd33..2d321f6 100644
--- a/index.html
+++ b/index.html
@@ -508,8 +508,8 @@ <h3 id="a-github-account">A GitHub account<a class="anchor" aria-label="anchor"
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   "identifier": "https://sylviawhittle.github.io/python-testing-for-research/index.html",
   "dateCreated": "2024-03-08",
-  "dateModified": "2024-10-29",
-  "datePublished": "2024-10-29"
+  "dateModified": "2024-11-05",
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/instructor-notes.html b/instructor-notes.html
index eb7d1b7..2720163 100644
--- a/instructor-notes.html
+++ b/instructor-notes.html
@@ -500,8 +500,8 @@ <h1>Instructor Notes</h1>
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   "identifier": "https://sylviawhittle.github.io/python-testing-for-research/instructor-notes.html",
   "dateCreated": "2024-03-08",
-  "dateModified": "2024-10-29",
-  "datePublished": "2024-10-29"
+  "dateModified": "2024-11-05",
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 }
 
   </script><script>
diff --git a/instructor/00-introduction.html b/instructor/00-introduction.html
index fa27411..e7aec25 100644
--- a/instructor/00-introduction.html
+++ b/instructor/00-introduction.html
@@ -376,7 +376,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Introduction</h1>
-        <p>Last updated on 2024-10-29 |
+        <p>Last updated on 2024-11-05 |
 
         <a href="https://github.com/SylviaWhittle/python-testing-for-research/edit/main/episodes/00-introduction.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -483,7 +483,7 @@ <h3 class="callout-title">Challenge 1: Talk to your neighbour</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" 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">
 <ul><li>Perhaps during a project your code kept breaking and taking up a lot
 of your time?</li>
@@ -583,8 +583,8 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2024-03-08",
-  "dateModified": "2024-10-29",
-  "datePublished": "2024-10-29"
+  "dateModified": "2024-11-05",
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diff --git a/instructor/01-why-test-my-code.html b/instructor/01-why-test-my-code.html
index 8397dd6..38913d3 100644
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+++ b/instructor/01-why-test-my-code.html
@@ -379,7 +379,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Why Test My Code?</h1>
-        <p>Last updated on 2024-10-29 |
+        <p>Last updated on 2024-11-05 |
 
         <a href="https://github.com/SylviaWhittle/python-testing-for-research/edit/main/episodes/01-why-test-my-code.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -506,7 +506,7 @@ <h4 class="accordion-header" id="headingSolution1">
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 <div class="accordion-body">
 <p>The first function will incorrectly greet the user, as it is missing
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 <div class="accordion-body">
 <ul><li><p>We might want to check that the speed is within a safe
 range.</p></li>
@@ -724,8 +724,8 @@ <h3 class="callout-title">Key Points</h3>
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diff --git a/instructor/02-simple-tests.html b/instructor/02-simple-tests.html
index 6d90115..2b147d5 100644
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@@ -375,7 +375,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Simple Tests</h1>
-        <p>Last updated on 2024-10-29 |
+        <p>Last updated on 2024-11-05 |
 
         <a href="https://github.com/SylviaWhittle/python-testing-for-research/edit/main/episodes/02-simple-tests.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -534,7 +534,7 @@ <h3 class="callout-title">Challenge 1: Use the assert keyword to update the test
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 <div class="accordion-body">
 <p>There are many different test cases that you could include, but it’s
 important to check that different types of cases are covered. A test for
@@ -717,8 +717,8 @@ <h3 class="callout-title">Key Points</h3>
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diff --git a/instructor/03-interacting-with-tests.html b/instructor/03-interacting-with-tests.html
index e3dce43..07e6dc8 100644
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@@ -377,7 +377,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Interacting with Tests</h1>
-        <p>Last updated on 2024-10-29 |
+        <p>Last updated on 2024-11-05 |
 
         <a href="https://github.com/SylviaWhittle/python-testing-for-research/edit/main/episodes/03-interacting-with-tests.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -649,7 +649,7 @@ <h3 class="callout-title">Challenge - Experiment with pytest options</h3>
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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">
 <ul><li><p>Run <code>pytest -v</code> to see more detailed output.</p></li>
 <li><p>Run <code>pytest -q</code> to see less detailed output.</p></li>
@@ -761,8 +761,8 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2024-03-08",
-  "dateModified": "2024-10-29",
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diff --git a/instructor/04-unit-tests-best-practices.html b/instructor/04-unit-tests-best-practices.html
index 912a592..c488273 100644
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@@ -380,7 +380,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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         <h1>Unit tests &amp; Testing Practices</h1>
-        <p>Last updated on 2024-10-29 |
+        <p>Last updated on 2024-11-05 |
 
         <a href="https://github.com/SylviaWhittle/python-testing-for-research/edit/main/episodes/04-unit-tests-best-practices.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -722,7 +722,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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 <div class="accordion-body">
 <p>The function can be broken down into smaller functions, each of which
 can be tested separately:</p>
@@ -972,8 +972,8 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2024-03-08",
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diff --git a/instructor/05-testing-exceptions.html b/instructor/05-testing-exceptions.html
index ee763b8..975c796 100644
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@@ -374,7 +374,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Testing for Exceptions</h1>
-        <p>Last updated on 2024-10-29 |
+        <p>Last updated on 2024-11-05 |
 
         <a href="https://github.com/SylviaWhittle/python-testing-for-research/edit/main/episodes/05-testing-exceptions.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -482,7 +482,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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   "dateCreated": "2024-03-08",
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diff --git a/instructor/06-testing-data-structures.html b/instructor/06-testing-data-structures.html
index 01a0851..4db891c 100644
--- a/instructor/06-testing-data-structures.html
+++ b/instructor/06-testing-data-structures.html
@@ -374,7 +374,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Testing Data Structures</h1>
-        <p>Last updated on 2024-10-29 |
+        <p>Last updated on 2024-11-05 |
 
         <a href="https://github.com/SylviaWhittle/python-testing-for-research/edit/main/episodes/06-testing-data-structures.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -635,7 +635,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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@@ -1039,8 +1039,8 @@ <h3 class="callout-title">Key Points</h3>
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diff --git a/instructor/07-fixtures.html b/instructor/07-fixtures.html
index e5a762a..750bd8b 100644
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@@ -375,7 +375,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Fixtures</h1>
-        <p>Last updated on 2024-10-29 |
+        <p>Last updated on 2024-11-05 |
 
         <a href="https://github.com/SylviaWhittle/python-testing-for-research/edit/main/episodes/07-fixtures.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -929,8 +929,8 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2024-03-08",
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diff --git a/instructor/08-parametrization.html b/instructor/08-parametrization.html
index cd53dbc..ec613ef 100644
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@@ -374,7 +374,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Parametrization</h1>
-        <p>Last updated on 2024-10-29 |
+        <p>Last updated on 2024-11-05 |
 
         <a href="https://github.com/SylviaWhittle/python-testing-for-research/edit/main/episodes/08-parametrization.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -707,8 +707,8 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2024-03-08",
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diff --git a/instructor/09-testing-output-files.html b/instructor/09-testing-output-files.html
index b911577..119c557 100644
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@@ -375,7 +375,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Regression Testing and Plots</h1>
-        <p>Last updated on 2024-10-29 |
+        <p>Last updated on 2024-11-05 |
 
         <a href="https://github.com/SylviaWhittle/python-testing-for-research/edit/main/episodes/09-testing-output-files.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -730,8 +730,8 @@ <h3 class="callout-title">Key Points</h3>
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diff --git a/instructor/10-CI.html b/instructor/10-CI.html
index 2c42dde..91cd84f 100644
--- a/instructor/10-CI.html
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@@ -378,7 +378,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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         <h1>Continuous Integration with GitHub Actions</h1>
-        <p>Last updated on 2024-10-29 |
+        <p>Last updated on 2024-11-05 |
 
         <a href="https://github.com/SylviaWhittle/python-testing-for-research/edit/main/episodes/10-CI.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -673,8 +673,8 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2024-03-08",
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 }
 
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diff --git a/instructor/404.html b/instructor/404.html
index e02cfd8..d1a5651 100644
--- a/instructor/404.html
+++ b/instructor/404.html
@@ -447,8 +447,8 @@ <h1>Page not found</h1>
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 }
 
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diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index c8e84e7..9f859e4 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
@@ -363,7 +363,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Contributor Code of Conduct</h1>
-        <p>Last updated on 2024-10-29 |
+        <p>Last updated on 2024-11-05 |
 
         <a href="https://github.com/SylviaWhittle/python-testing-for-research/edit/main/CODE_OF_CONDUCT.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -461,8 +461,8 @@ <h1>Contributor Code of Conduct</h1>
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diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index a84c2c4..e3a3f01 100644
--- a/instructor/LICENSE.html
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@@ -363,7 +363,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Licenses</h1>
-        <p>Last updated on 2024-10-29 |
+        <p>Last updated on 2024-11-05 |
 
         <a href="https://github.com/SylviaWhittle/python-testing-for-research/edit/main/LICENSE.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -517,8 +517,8 @@ <h1>Licenses</h1>
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diff --git a/instructor/aio.html b/instructor/aio.html
index 8fb0ee7..a2413da 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -435,7 +435,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         
 <section id="aio-00-introduction"><p>Content from <a href="00-introduction.html">Introduction</a></p>
 <hr>
-<p>Last updated on 2024-10-29 |
+<p>Last updated on 2024-11-05 |
 
         <a href="https://github.com/SylviaWhittle/python-testing-for-research/edit/main/episodes/00-introduction.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 12 minutes</p>
@@ -550,7 +550,7 @@ <h3 class="callout-title">Challenge 1: Talk to your neighbour</h3>
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 </section></section><section id="aio-01-why-test-my-code"><p>Content from <a href="01-why-test-my-code.html">Why Test My Code?</a></p>
 <hr>
-<p>Last updated on 2024-10-29 |
+<p>Last updated on 2024-11-05 |
 
         <a href="https://github.com/SylviaWhittle/python-testing-for-research/edit/main/episodes/01-why-test-my-code.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 12 minutes</p>
@@ -717,7 +717,7 @@ <h4 class="accordion-header" id="headingSolution1">
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 <div class="accordion-body">
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 <div class="accordion-body">
 <ul>
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@@ -878,7 +878,7 @@ <h3 class="callout-title">Key Points</h3>
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 </section></section><section id="aio-02-simple-tests"><p>Content from <a href="02-simple-tests.html">Simple Tests</a></p>
 <hr>
-<p>Last updated on 2024-10-29 |
+<p>Last updated on 2024-11-05 |
 
         <a href="https://github.com/SylviaWhittle/python-testing-for-research/edit/main/episodes/02-simple-tests.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 12 minutes</p>
@@ -1044,7 +1044,7 @@ <h3 class="callout-title">Challenge 1: Use the assert keyword to update the test
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 <hr>
-<p>Last updated on 2024-10-29 |
+<p>Last updated on 2024-11-05 |
 
         <a href="https://github.com/SylviaWhittle/python-testing-for-research/edit/main/episodes/03-interacting-with-tests.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 12 minutes</p>
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 <div class="accordion-body">
 <ul>
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@@ -1518,7 +1518,7 @@ <h3 class="callout-title">Key Points</h3>
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 <hr>
-<p>Last updated on 2024-10-29 |
+<p>Last updated on 2024-11-05 |
 
         <a href="https://github.com/SylviaWhittle/python-testing-for-research/edit/main/episodes/04-unit-tests-best-practices.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 12 minutes</p>
@@ -1883,7 +1883,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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 <div class="accordion-body">
 <p>The function can be broken down into smaller functions, each of which
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@@ -2070,7 +2070,7 @@ <h3 class="callout-title">Key Points</h3>
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 </section></section><section id="aio-05-testing-exceptions"><p>Content from <a href="05-testing-exceptions.html">Testing for Exceptions</a></p>
 <hr>
-<p>Last updated on 2024-10-29 |
+<p>Last updated on 2024-11-05 |
 
         <a href="https://github.com/SylviaWhittle/python-testing-for-research/edit/main/episodes/05-testing-exceptions.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 12 minutes</p>
@@ -2181,7 +2181,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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@@ -2218,7 +2218,7 @@ <h3 class="callout-title">Key Points</h3>
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 <hr>
-<p>Last updated on 2024-10-29 |
+<p>Last updated on 2024-11-05 |
 
         <a href="https://github.com/SylviaWhittle/python-testing-for-research/edit/main/episodes/06-testing-data-structures.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 12 minutes</p>
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 </section></section><section id="aio-07-fixtures"><p>Content from <a href="07-fixtures.html">Fixtures</a></p>
 <hr>
-<p>Last updated on 2024-10-29 |
+<p>Last updated on 2024-11-05 |
 
         <a href="https://github.com/SylviaWhittle/python-testing-for-research/edit/main/episodes/07-fixtures.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 12 minutes</p>
@@ -3310,7 +3310,7 @@ <h3 class="callout-title">Key Points</h3>
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 </section></section><section id="aio-08-parametrization"><p>Content from <a href="08-parametrization.html">Parametrization</a></p>
 <hr>
-<p>Last updated on 2024-10-29 |
+<p>Last updated on 2024-11-05 |
 
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 <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 12 minutes</p>
@@ -3579,7 +3579,7 @@ <h3 class="callout-title">Key Points</h3>
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 </section></section><section id="aio-09-testing-output-files"><p>Content from <a href="09-testing-output-files.html">Regression Testing and Plots</a></p>
 <hr>
-<p>Last updated on 2024-10-29 |
+<p>Last updated on 2024-11-05 |
 
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 <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 12 minutes</p>
@@ -3886,7 +3886,7 @@ <h3 class="callout-title">Key Points</h3>
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 </section></section><section id="aio-10-CI"><p>Content from <a href="10-CI.html">Continuous Integration with GitHub Actions</a></p>
 <hr>
-<p>Last updated on 2024-10-29 |
+<p>Last updated on 2024-11-05 |
 
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 <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 12 minutes</p>
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diff --git a/instructor/index.html b/instructor/index.html
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index f449de2..f425f11 100644
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diff --git a/reference.html b/reference.html
index a323d9d..743f922 100644
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