From 16fb252ebdba505a9c58399f8ae1a2cc5821fa7b Mon Sep 17 00:00:00 2001
From: GitHub Actions <actions@github.com>
Date: Tue, 9 Apr 2024 00:23:15 +0000
Subject: [PATCH] site deploy

Auto-generated via {sandpaper}
Source  : 42ce9e6bb51fb50050b8b11d600969d9af685fff
Branch  : md-outputs
Author  : GitHub Actions <actions@github.com>
Time    : 2024-01-03 19:33:07 +0000
Message : markdown source builds

Auto-generated via {sandpaper}
Source  : a76dcddfd04456204fd17ffb7bea58e82eb213f1
Branch  : main
Author  : Indraneel Chakraborty <64887729+ineelhere@users.noreply.github.com>
Time    : 2024-01-03 19:32:08 +0000
Message : Merge pull request #1076 from swcarpentry/fix-glossary-title

Fix "FIXME" in Glossary page title
---
 01-intro.html                       |  2 +-
 02-numpy.html                       | 22 ++++-----
 03-matplotlib.html                  |  2 +-
 04-lists.html                       |  8 ++--
 05-loop.html                        |  2 +-
 06-files.html                       |  2 +-
 07-cond.html                        | 16 +++----
 08-func.html                        |  2 +-
 09-errors.html                      | 10 ++--
 10-defensive.html                   |  6 +--
 11-debugging.html                   |  4 +-
 12-cmdline.html                     | 16 +++----
 404.html                            |  4 +-
 CODE_OF_CONDUCT.html                |  2 +-
 LICENSE.html                        |  2 +-
 additional_material.html            |  2 +-
 aio.html                            | 72 ++++++++++++++--------------
 discuss.html                        |  2 +-
 extra_exercises.html                | 10 ++--
 images.html                         |  4 +-
 index.html                          | 16 +++----
 instructor-notes.html               |  4 +-
 instructor/01-intro.html            |  2 +-
 instructor/02-numpy.html            | 22 ++++-----
 instructor/03-matplotlib.html       |  2 +-
 instructor/04-lists.html            |  8 ++--
 instructor/05-loop.html             |  2 +-
 instructor/06-files.html            |  2 +-
 instructor/07-cond.html             | 18 +++----
 instructor/08-func.html             |  2 +-
 instructor/09-errors.html           | 10 ++--
 instructor/10-defensive.html        |  6 +--
 instructor/11-debugging.html        |  4 +-
 instructor/12-cmdline.html          | 16 +++----
 instructor/404.html                 |  4 +-
 instructor/CODE_OF_CONDUCT.html     |  2 +-
 instructor/LICENSE.html             |  2 +-
 instructor/additional_material.html |  2 +-
 instructor/aio.html                 | 74 ++++++++++++++---------------
 instructor/discuss.html             |  2 +-
 instructor/extra_exercises.html     | 10 ++--
 instructor/images.html              |  4 +-
 instructor/index.html               | 16 +++----
 instructor/instructor-notes.html    |  4 +-
 instructor/key-points.html          |  4 +-
 instructor/profiles.html            |  4 +-
 instructor/reference.html           |  2 +-
 key-points.html                     |  4 +-
 pkgdown.yml                         |  2 +-
 profiles.html                       |  4 +-
 reference.html                      |  2 +-
 51 files changed, 223 insertions(+), 223 deletions(-)

diff --git a/01-intro.html b/01-intro.html
index b2c312462..0a7af144f 100644
--- a/01-intro.html
+++ b/01-intro.html
@@ -775,7 +775,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-inflammation/01-intro.html",
   "dateCreated": "2014-11-25",
   "dateModified": "2023-04-21",
-  "datePublished": "2024-04-02"
+  "datePublished": "2024-04-09"
 }
 
   </script><script>
diff --git a/02-numpy.html b/02-numpy.html
index a86692c5e..0d4d5ea10 100644
--- a/02-numpy.html
+++ b/02-numpy.html
@@ -866,7 +866,7 @@ <h3 class="code-label">OUTPUT<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">
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -897,7 +897,7 @@ <h3 class="callout-title">Slicing Strings<em>(continued)</em><a class="anchor" a
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   <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">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -927,7 +927,7 @@ <h3 class="callout-title">Slicing Strings<em>(continued)</em><a class="anchor" a
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 </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">
 <p>Creates a substring from index 1 up to (not including) the final
 index, effectively removing the first and last letters from ‘oxygen’</p>
@@ -956,7 +956,7 @@ <h3 class="callout-title">Slicing Strings<em>(continued)</em><a class="anchor" a
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 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb43">
 <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">Thin Slices<a class="anchor" aria-label="anchor" href=
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   <h4 class="accordion-header" id="headingSolution5">Show me the solution</h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
 <div class="accordion-body">
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1072,7 +1072,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution6" aria-expanded="false" aria-controls="collapseSolution6">
   <h4 class="accordion-header" id="headingSolution6">Show me the solution</h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
 <div class="accordion-body">
 <p>A ‘gotcha’ with array indexing is that singleton dimensions are
 dropped by default. That means <code>A[:, 0]</code> is a one dimensional
@@ -1104,7 +1104,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution7" aria-expanded="false" aria-controls="collapseSolution7">
   <h4 class="accordion-header" id="headingSolution7">Show me the solution</h4>
 </button>
-<div id="collapseSolution7" class="accordion-collapse collapse" aria-labelledby="headingSolution7" data-bs-parent="#accordionSolution7">
+<div id="collapseSolution7" class="accordion-collapse collapse" data-bs-parent="#accordionSolution7" aria-labelledby="headingSolution7">
 <div class="accordion-body">
 <p>An alternative way to achieve the same result is to use Numpy’s
 delete function to remove the second column of A. If you’re not sure
@@ -1188,7 +1188,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution8" aria-expanded="false" aria-controls="collapseSolution8">
   <h4 class="accordion-header" id="headingSolution8">Show me the solution</h4>
 </button>
-<div id="collapseSolution8" class="accordion-collapse collapse" aria-labelledby="headingSolution8" data-bs-parent="#accordionSolution8">
+<div id="collapseSolution8" class="accordion-collapse collapse" data-bs-parent="#accordionSolution8" aria-labelledby="headingSolution8">
 <div class="accordion-body">
 <p>Since the row axis (0) is patients, it does not make sense to get the
 difference between two arbitrary patients. The column axis (1) is in
@@ -1222,7 +1222,7 @@ <h3 class="callout-title">Change In Inflammation<em>(continued)</em><a class="an
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution9" aria-expanded="false" aria-controls="collapseSolution9">
   <h4 class="accordion-header" id="headingSolution9">Show me the solution</h4>
 </button>
-<div id="collapseSolution9" class="accordion-collapse collapse" aria-labelledby="headingSolution9" data-bs-parent="#accordionSolution9">
+<div id="collapseSolution9" class="accordion-collapse collapse" data-bs-parent="#accordionSolution9" aria-labelledby="headingSolution9">
 <div class="accordion-body">
 <p>The shape will be <code>(60, 39)</code> because there is one fewer
 difference between columns than there are columns in the data.</p>
@@ -1249,7 +1249,7 @@ <h3 class="callout-title">Change In Inflammation<em>(continued)</em><a class="an
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution10" aria-expanded="false" aria-controls="collapseSolution10">
   <h4 class="accordion-header" id="headingSolution10">Show me the solution</h4>
 </button>
-<div id="collapseSolution10" class="accordion-collapse collapse" aria-labelledby="headingSolution10" data-bs-parent="#accordionSolution10">
+<div id="collapseSolution10" class="accordion-collapse collapse" data-bs-parent="#accordionSolution10" aria-labelledby="headingSolution10">
 <div class="accordion-body">
 <p>By using the <code>numpy.amax()</code> function after you apply the
 <code>numpy.diff()</code> function, you will get the largest difference
@@ -1383,7 +1383,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-inflammation/02-numpy.html",
   "dateCreated": "2014-11-25",
   "dateModified": "2023-11-07",
-  "datePublished": "2024-04-02"
+  "datePublished": "2024-04-09"
 }
 
   </script><script>
diff --git a/03-matplotlib.html b/03-matplotlib.html
index fc6930399..c92ad26f2 100644
--- a/03-matplotlib.html
+++ b/03-matplotlib.html
@@ -821,7 +821,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-inflammation/03-matplotlib.html",
   "dateCreated": "2014-11-25",
   "dateModified": "2023-11-07",
-  "datePublished": "2024-04-02"
+  "datePublished": "2024-04-09"
 }
 
   </script><script>
diff --git a/04-lists.html b/04-lists.html
index 231ca7b01..5b0db2d07 100644
--- a/04-lists.html
+++ b/04-lists.html
@@ -734,7 +734,7 @@ <h3 class="code-label">OUTPUT<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>Use negative indices to count elements from the end of a container
 (such as list or string):</p>
@@ -815,7 +815,7 @@ <h3 class="code-label">OUTPUT<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">
 <p>To obtain every other character you need to provide a slice with the
 step size of 2:</p>
@@ -907,7 +907,7 @@ <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" 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">
 <p>The multiplication operator <code>*</code> used on a list replicates
 elements of the list and concatenates them together:</p>
@@ -1006,7 +1006,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-inflammation/04-lists.html",
   "dateCreated": "2014-11-25",
   "dateModified": "2023-11-07",
-  "datePublished": "2024-04-02"
+  "datePublished": "2024-04-09"
 }
 
   </script><script>
diff --git a/05-loop.html b/05-loop.html
index 93d75d9f5..b133321e6 100644
--- a/05-loop.html
+++ b/05-loop.html
@@ -882,7 +882,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-inflammation/05-loop.html",
   "dateCreated": "2014-11-25",
   "dateModified": "2023-07-28",
-  "datePublished": "2024-04-02"
+  "datePublished": "2024-04-09"
 }
 
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diff --git a/06-files.html b/06-files.html
index f4c61453d..ae29f3ac4 100644
--- a/06-files.html
+++ b/06-files.html
@@ -666,7 +666,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-inflammation/06-files.html",
   "dateCreated": "2014-11-25",
   "dateModified": "2023-11-07",
-  "datePublished": "2024-04-02"
+  "datePublished": "2024-04-09"
 }
 
   </script><script>
diff --git a/07-cond.html b/07-cond.html
index 2dda33077..2dff37c30 100644
--- a/07-cond.html
+++ b/07-cond.html
@@ -619,7 +619,7 @@ <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>C gets printed because the first two conditions,
 <code>4 &gt; 5</code> and <code>4 == 5</code>, are not true, but
@@ -713,7 +713,7 @@ <h3 class="callout-title">Close Enough<a class="anchor" aria-label="anchor" href
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-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>There is a <a href="https://docs.python.org/3/library/functions.html#abs" class="external-link">built-in
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@@ -737,7 +737,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
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 </button>
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   <h4 class="accordion-header" id="headingSolution6">Show me the solution</h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb35">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -946,7 +946,7 @@ <h3 class="callout-title">Counting Vowels<a class="anchor" aria-label="anchor" h
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution7" aria-expanded="false" aria-controls="collapseSolution7">
   <h4 class="accordion-header" id="headingSolution7">Show me the solution</h4>
 </button>
-<div id="collapseSolution7" class="accordion-collapse collapse" data-bs-parent="#accordionSolution7" aria-labelledby="headingSolution7">
+<div id="collapseSolution7" class="accordion-collapse collapse" aria-labelledby="headingSolution7" data-bs-parent="#accordionSolution7">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb36">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1051,7 +1051,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-inflammation/07-cond.html",
   "dateCreated": "2014-11-25",
   "dateModified": "2023-11-17",
-  "datePublished": "2024-04-02"
+  "datePublished": "2024-04-09"
 }
 
   </script><script>
diff --git a/08-func.html b/08-func.html
index c15938b82..a69fcbeb5 100644
--- a/08-func.html
+++ b/08-func.html
@@ -1492,7 +1492,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-inflammation/08-func.html",
   "dateCreated": "2014-11-25",
   "dateModified": "2023-11-10",
-  "datePublished": "2024-04-02"
+  "datePublished": "2024-04-09"
 }
 
   </script><script>
diff --git a/09-errors.html b/09-errors.html
index c8563b9af..5d3ecfd29 100644
--- a/09-errors.html
+++ b/09-errors.html
@@ -515,7 +515,7 @@ <h3 class="code-label">ERROR<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>
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index d8f913974..25f681fd9 100644
--- a/LICENSE.html
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diff --git a/aio.html b/aio.html
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 <div class="accordion-body">
 <p>Creates a substring from index 1 up to (not including) the final
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 <div class="accordion-body">
 <p>A ‘gotcha’ with array indexing is that singleton dimensions are
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 <div class="accordion-body">
 <p>An alternative way to achieve the same result is to use Numpy’s
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 <div class="accordion-body">
 <p>Since the row axis (0) is patients, it does not make sense to get the
 difference between two arbitrary patients. The column axis (1) is in
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 <p>The shape will be <code>(60, 39)</code> because there is one fewer
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 <p>By using the <code>numpy.amax()</code> function after you apply the
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 <div class="accordion-body">
 <p>Use negative indices to count elements from the end of a container
 (such as list or string):</p>
@@ -2755,7 +2755,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
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 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>To obtain every other character you need to provide a slice with the
 step size of 2:</p>
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 </button>
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 <div class="accordion-body">
 <p>The multiplication operator <code>*</code> used on a list replicates
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 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
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 <div class="accordion-body">
 <p>C gets printed because the first two conditions,
 <code>4 &gt; 5</code> and <code>4 == 5</code>, are not true, but
@@ -4118,7 +4118,7 @@ <h3 class="callout-title">Close Enough<a class="anchor" aria-label="anchor" href
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 <div class="accordion-body">
 <p>There is a <a href="https://docs.python.org/3/library/functions.html#abs" class="external-link">built-in
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@@ -4142,7 +4142,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
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 </button>
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 <div class="codewrapper sourceCode" id="cb25">
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   <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">
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   <h4 class="accordion-header" id="headingSolution6">Show me the solution</h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
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 <div class="codewrapper sourceCode" id="cb35">
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 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution7" aria-expanded="false" aria-controls="collapseSolution7">
   <h4 class="accordion-header" id="headingSolution7">Show me the solution</h4>
 </button>
-<div id="collapseSolution7" class="accordion-collapse collapse" data-bs-parent="#accordionSolution7" aria-labelledby="headingSolution7">
+<div id="collapseSolution7" class="accordion-collapse collapse" aria-labelledby="headingSolution7" data-bs-parent="#accordionSolution7">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb36">
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@@ -5733,7 +5733,7 @@ <h3 class="code-label">ERROR<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">
 <ol style="list-style-type: decimal">
 <li>3 levels</li>
@@ -6091,7 +6091,7 @@ <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">
 <p><code>SyntaxError</code> for missing <code>():</code> at end of first
 line, <code>IndentationError</code> for mismatch between second and
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   <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">
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 <div class="accordion-body">
 <p>3 <code>NameError</code>s for <code>number</code> being misspelled,
 for <code>message</code> not defined, and for <code>a</code> not being
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   <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">
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 <div class="accordion-body">
 <p><code>IndexError</code>; the last entry is <code>seasons[3]</code>,
 so <code>seasons[4]</code> doesn’t make sense. A fixed version is:</p>
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 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
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 <div class="codewrapper sourceCode" id="cb23">
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 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <ul>
 <li>The first assertion checks that the input sequence
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 <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">
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 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
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 <div class="codewrapper sourceCode" id="cb50">
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 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
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 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb53">
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   <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">
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 <div class="codewrapper sourceCode" id="cb54">
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   <h4 class="accordion-header" id="headingSolution4">Show me the solution</h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
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 <div class="codewrapper sourceCode" id="cb55">
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 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
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 <div class="codewrapper sourceCode" id="cb56">
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 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution6" aria-expanded="false" aria-controls="collapseSolution6">
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 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
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 <div class="codewrapper sourceCode" id="cb57">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -8208,7 +8208,7 @@ <h3 class="callout-title">Counting Lines<a class="anchor" aria-label="anchor" hr
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution7" aria-expanded="false" aria-controls="collapseSolution7">
   <h4 class="accordion-header" id="headingSolution7">Show me the solution</h4>
 </button>
-<div id="collapseSolution7" class="accordion-collapse collapse" aria-labelledby="headingSolution7" data-bs-parent="#accordionSolution7">
+<div id="collapseSolution7" class="accordion-collapse collapse" data-bs-parent="#accordionSolution7" aria-labelledby="headingSolution7">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb58">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -8353,8 +8353,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://swcarpentry.github.io/python-novice-inflammation/aio.html",
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   "dateCreated": "2014-11-25",
-  "dateModified": "2024-04-02",
-  "datePublished": "2024-04-02"
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+  "datePublished": "2024-04-09"
 }
 
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diff --git a/discuss.html b/discuss.html
index 6109f6b57..84334180f 100644
--- a/discuss.html
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   "dateCreated": "2014-11-25",
   "dateModified": "2023-04-21",
-  "datePublished": "2024-04-02"
+  "datePublished": "2024-04-09"
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diff --git a/extra_exercises.html b/extra_exercises.html
index 0e03682fc..77126bce2 100644
--- a/extra_exercises.html
+++ b/extra_exercises.html
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   <h4 class="accordion-header" id="headingSolution1">Show me the solution</h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>Both examples exchange the values of <code>left</code> and
 <code>right</code>:</p>
@@ -404,7 +404,7 @@ <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="cb7">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -438,7 +438,7 @@ <h3 class="callout-title">Reverse a String<a class="anchor" aria-label="anchor"
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 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
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 <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>
@@ -472,7 +472,7 @@ <h3 class="callout-title">Fixing and Testing<a class="anchor" aria-label="anchor
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 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
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 <div class="codewrapper sourceCode" id="cb9">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -556,7 +556,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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   "dateCreated": "2014-11-25",
   "dateModified": "2023-04-21",
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+  "datePublished": "2024-04-09"
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diff --git a/images.html b/images.html
index efe34cd6f..eee0bc8d5 100644
--- a/images.html
+++ b/images.html
@@ -516,8 +516,8 @@ <h3 id="10-defensive-figure-1">Figure 1</h3>
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   "identifier": "https://swcarpentry.github.io/python-novice-inflammation/images.html",
   "dateCreated": "2014-11-25",
-  "dateModified": "2024-04-02",
-  "datePublished": "2024-04-02"
+  "dateModified": "2024-04-09",
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 <p>To obtain every other character you need to provide a slice with the
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 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1550,7 +1550,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
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 </button>
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 <p>A ‘gotcha’ with array indexing is that singleton dimensions are
 dropped by default. That means <code>A[:, 0]</code> is a one dimensional
@@ -1582,7 +1582,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
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 </button>
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 <div class="accordion-body">
 <p>An alternative way to achieve the same result is to use Numpy’s
 delete function to remove the second column of A. If you’re not sure
@@ -1666,7 +1666,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
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 </button>
-<div id="collapseSolution8" class="accordion-collapse collapse" aria-labelledby="headingSolution8" data-bs-parent="#accordionSolution8">
+<div id="collapseSolution8" class="accordion-collapse collapse" data-bs-parent="#accordionSolution8" aria-labelledby="headingSolution8">
 <div class="accordion-body">
 <p>Since the row axis (0) is patients, it does not make sense to get the
 difference between two arbitrary patients. The column axis (1) is in
@@ -1700,7 +1700,7 @@ <h3 class="callout-title">Change In Inflammation<em>(continued)</em><a class="an
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 </button>
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 <div class="accordion-body">
 <p>The shape will be <code>(60, 39)</code> because there is one fewer
 difference between columns than there are columns in the data.</p>
@@ -1727,7 +1727,7 @@ <h3 class="callout-title">Change In Inflammation<em>(continued)</em><a class="an
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 </button>
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 <div class="accordion-body">
 <p>By using the <code>numpy.amax()</code> function after you apply the
 <code>numpy.diff()</code> function, you will get the largest difference
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 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
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 <div class="accordion-body">
 <p>Use negative indices to count elements from the end of a container
 (such as list or string):</p>
@@ -2765,7 +2765,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
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 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
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 <div class="accordion-body">
 <p>To obtain every other character you need to provide a slice with the
 step size of 2:</p>
@@ -2859,7 +2859,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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 </button>
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 <div class="accordion-body">
 <p>The multiplication operator <code>*</code> used on a list replicates
 elements of the list and concatenates them together:</p>
@@ -3778,7 +3778,7 @@ <h3 class="card-title">Objectives</h3>
   <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>
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 <div class="accordion-body">
 <p>The following example will lead to a syntax error in the Python
 prompt, as it seems to expect exactly one top-level statement per
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 </button>
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 <div class="accordion-body">
 <p>C gets printed because the first two conditions,
 <code>4 &gt; 5</code> and <code>4 == 5</code>, are not true, but
@@ -4148,7 +4148,7 @@ <h3 class="callout-title">Close Enough<a class="anchor" aria-label="anchor" href
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 <div class="accordion-body">
 <p>There is a <a href="https://docs.python.org/3/library/functions.html#abs" class="external-link">built-in
 function <code>abs</code></a> that returns the absolute value of a
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 </button>
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@@ -4385,7 +4385,7 @@ <h3 class="callout-title">Counting Vowels<a class="anchor" aria-label="anchor" h
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 </button>
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@@ -5765,7 +5765,7 @@ <h3 class="code-label">ERROR<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">
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 <div class="accordion-body">
 <ol style="list-style-type: decimal">
 <li>3 levels</li>
@@ -6123,7 +6123,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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 </button>
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 <p><code>SyntaxError</code> for missing <code>():</code> at end of first
 line, <code>IndentationError</code> for mismatch between second and
@@ -6177,7 +6177,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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 </button>
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 <div class="accordion-body">
 <p>3 <code>NameError</code>s for <code>number</code> being misspelled,
 for <code>message</code> not defined, and for <code>a</code> not being
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 </button>
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 <div class="accordion-body">
 <p><code>IndexError</code>; the last entry is <code>seasons[3]</code>,
 so <code>seasons[4]</code> doesn’t make sense. A fixed version is:</p>
@@ -6737,7 +6737,7 @@ <h3 class="callout-title">Pre- and Post-Conditions<a class="anchor" aria-label="
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 </button>
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 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
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 <div class="accordion-body">
 <ul>
 <li>The first assertion checks that the input sequence
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 <h3 id="suggestions-for-debugging">Suggestions for debugging<a class="anchor" aria-label="anchor" href="#suggestions-for-debugging"></a>
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@@ -8388,8 +8388,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://swcarpentry.github.io/python-novice-inflammation/instructor/aio.html",
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