From 8149e3ba84a765f31b028a51ca47ab0283f962b6 Mon Sep 17 00:00:00 2001
From: GitHub Actions <actions@github.com>
Date: Tue, 10 Oct 2023 01:14:22 +0000
Subject: [PATCH] site deploy

Auto-generated via {sandpaper}
Source  : 51f40bbaf818128d8e72ba038ea783aa1c60bcc3
Branch  : md-outputs
Author  : GitHub Actions <actions@github.com>
Time    : 2023-04-20 18:29:19 +0000
Message : markdown source builds

Auto-generated via {sandpaper}
Source  : 6d0416c581e3dd28e2796de3d0f55f322da41f0d
Branch  : main
Author  : Zhian N. Kamvar <zkamvar@gmail.com>
Time    : 2023-04-20 18:23:26 +0000
Message : [custom] fix lesson contents
---
 01-intro.html                       | 12 +++----
 02-numpy.html                       | 26 +++++++-------
 03-matplotlib.html                  |  6 ++--
 04-lists.html                       |  6 ++--
 05-loop.html                        |  6 ++--
 06-files.html                       | 10 +++---
 07-cond.html                        | 20 +++++------
 08-func.html                        |  6 ++--
 09-errors.html                      |  6 ++--
 10-defensive.html                   |  6 ++--
 11-debugging.html                   |  8 ++---
 12-cmdline.html                     |  6 ++--
 404.html                            |  8 ++---
 CODE_OF_CONDUCT.html                |  6 ++--
 LICENSE.html                        |  6 ++--
 additional_material.html            |  6 ++--
 aio.html                            | 54 ++++++++++++++---------------
 discuss.html                        |  6 ++--
 extra_exercises.html                | 14 ++++----
 images.html                         |  8 ++---
 index.html                          | 20 +++++------
 instructor-notes.html               |  8 ++---
 instructor/01-intro.html            | 12 +++----
 instructor/02-numpy.html            | 26 +++++++-------
 instructor/03-matplotlib.html       |  6 ++--
 instructor/04-lists.html            |  6 ++--
 instructor/05-loop.html             |  6 ++--
 instructor/06-files.html            | 10 +++---
 instructor/07-cond.html             | 20 +++++------
 instructor/08-func.html             |  6 ++--
 instructor/09-errors.html           |  6 ++--
 instructor/10-defensive.html        |  6 ++--
 instructor/11-debugging.html        |  8 ++---
 instructor/12-cmdline.html          |  6 ++--
 instructor/404.html                 |  8 ++---
 instructor/CODE_OF_CONDUCT.html     |  6 ++--
 instructor/LICENSE.html             |  6 ++--
 instructor/additional_material.html |  6 ++--
 instructor/aio.html                 | 54 ++++++++++++++---------------
 instructor/discuss.html             |  6 ++--
 instructor/extra_exercises.html     | 14 ++++----
 instructor/images.html              |  8 ++---
 instructor/index.html               | 20 +++++------
 instructor/instructor-notes.html    |  8 ++---
 instructor/key-points.html          |  8 ++---
 instructor/profiles.html            |  8 ++---
 instructor/reference.html           |  6 ++--
 key-points.html                     |  8 ++---
 pkgdown.yml                         |  2 +-
 profiles.html                       |  8 ++---
 reference.html                      |  6 ++--
 51 files changed, 277 insertions(+), 277 deletions(-)

diff --git a/01-intro.html b/01-intro.html
index b022a867..0957697c 100644
--- a/01-intro.html
+++ b/01-intro.html
@@ -613,7 +613,7 @@ <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">
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 <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>
@@ -655,7 +655,7 @@ <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">
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 <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>
@@ -692,7 +692,7 @@ <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="codewrapper sourceCode" id="cb29">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -771,8 +771,8 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         
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         <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
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-      and <a href="https://github.com/carpentries/varnish/tree/0.3.0" class="external-link">varnish (0.3.0)</a>.</p>
+        <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
+      and <a href="https://github.com/carpentries/varnish/tree/0.3.1" class="external-link">varnish (0.3.1)</a>.</p>
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@@ -794,7 +794,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
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   "dateCreated": "2023-04-20",
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diff --git a/02-numpy.html b/02-numpy.html
index 54ead89a..1c01f1b8 100644
--- a/02-numpy.html
+++ b/02-numpy.html
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   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">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -888,7 +888,7 @@ <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">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
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   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <p>Creates a substring from index 1 up to (not including) the final
 index, effectively removing the first and last letters from ‘oxygen’</p>
@@ -951,7 +951,7 @@ <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="cb43">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -999,7 +999,7 @@ <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">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1071,7 +1071,7 @@ <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">
 <p>A ‘gotcha’ with array indexing is that singleton dimensions are
 dropped by default. That means <code>A[:, 0]</code> is a one dimensional
@@ -1105,7 +1105,7 @@ <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">
 <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
@@ -1191,7 +1191,7 @@ <h4 class="accordion-header" id="headingSolution8">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution8" class="accordion-collapse collapse" data-bs-parent="#accordionSolution8" aria-labelledby="headingSolution8">
+<div id="collapseSolution8" class="accordion-collapse collapse" aria-labelledby="headingSolution8" data-bs-parent="#accordionSolution8">
 <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
@@ -1228,7 +1228,7 @@ <h4 class="accordion-header" id="headingSolution9">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution9" class="accordion-collapse collapse" data-bs-parent="#accordionSolution9" aria-labelledby="headingSolution9">
+<div id="collapseSolution9" class="accordion-collapse collapse" aria-labelledby="headingSolution9" data-bs-parent="#accordionSolution9">
 <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>
@@ -1258,7 +1258,7 @@ <h4 class="accordion-header" id="headingSolution10">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution10" class="accordion-collapse collapse" data-bs-parent="#accordionSolution10" aria-labelledby="headingSolution10">
+<div id="collapseSolution10" class="accordion-collapse collapse" aria-labelledby="headingSolution10" data-bs-parent="#accordionSolution10">
 <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
@@ -1370,8 +1370,8 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
-        <a href="https://github.com/carpentries/pegboard/tree/0.7.0" class="external-link">pegboard (0.7.0)</a>,
-      and <a href="https://github.com/carpentries/varnish/tree/0.3.0" class="external-link">varnish (0.3.0)</a>.</p>
+        <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
+      and <a href="https://github.com/carpentries/varnish/tree/0.3.1" class="external-link">varnish (0.3.1)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -1393,7 +1393,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://preview.carpentries.org/python-novice-inflammation/02-numpy.html",
   "dateCreated": "2023-04-20",
   "dateModified": "2023-04-20",
-  "datePublished": "2023-10-03"
+  "datePublished": "2023-10-10"
 }
 
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diff --git a/03-matplotlib.html b/03-matplotlib.html
index eb5ea1d3..327cb028 100644
--- a/03-matplotlib.html
+++ b/03-matplotlib.html
@@ -823,8 +823,8 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
-        <a href="https://github.com/carpentries/pegboard/tree/0.7.0" class="external-link">pegboard (0.7.0)</a>,
-      and <a href="https://github.com/carpentries/varnish/tree/0.3.0" class="external-link">varnish (0.3.0)</a>.</p>
+        <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
+      and <a href="https://github.com/carpentries/varnish/tree/0.3.1" class="external-link">varnish (0.3.1)</a>.</p>
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@@ -846,7 +846,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://preview.carpentries.org/python-novice-inflammation/03-matplotlib.html",
   "dateCreated": "2023-04-20",
   "dateModified": "2023-04-20",
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diff --git a/04-lists.html b/04-lists.html
index b86768b6..c18195d1 100644
--- a/04-lists.html
+++ b/04-lists.html
@@ -1001,8 +1001,8 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         
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-      and <a href="https://github.com/carpentries/varnish/tree/0.3.0" class="external-link">varnish (0.3.0)</a>.</p>
+        <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
+      and <a href="https://github.com/carpentries/varnish/tree/0.3.1" class="external-link">varnish (0.3.1)</a>.</p>
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@@ -1024,7 +1024,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
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   "dateCreated": "2023-04-20",
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diff --git a/05-loop.html b/05-loop.html
index ac95c56e..ad35f56e 100644
--- a/05-loop.html
+++ b/05-loop.html
@@ -882,8 +882,8 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         
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         <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
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-      and <a href="https://github.com/carpentries/varnish/tree/0.3.0" class="external-link">varnish (0.3.0)</a>.</p>
+        <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
+      and <a href="https://github.com/carpentries/varnish/tree/0.3.1" class="external-link">varnish (0.3.1)</a>.</p>
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 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -905,7 +905,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://preview.carpentries.org/python-novice-inflammation/05-loop.html",
   "dateCreated": "2023-04-20",
   "dateModified": "2023-04-20",
-  "datePublished": "2023-10-03"
+  "datePublished": "2023-10-10"
 }
 
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diff --git a/06-files.html b/06-files.html
index 293229cd..1eb57e59 100644
--- a/06-files.html
+++ b/06-files.html
@@ -475,7 +475,7 @@ <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">
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 <div class="codewrapper sourceCode" id="cb8">
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@@ -535,7 +535,7 @@ <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">
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 <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>
@@ -660,8 +660,8 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
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-      and <a href="https://github.com/carpentries/varnish/tree/0.3.0" class="external-link">varnish (0.3.0)</a>.</p>
+        <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
+      and <a href="https://github.com/carpentries/varnish/tree/0.3.1" class="external-link">varnish (0.3.1)</a>.</p>
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 	<div id="to-top">
@@ -683,7 +683,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://preview.carpentries.org/python-novice-inflammation/06-files.html",
   "dateCreated": "2023-04-20",
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diff --git a/07-cond.html b/07-cond.html
index 9bc2b490..7deeb5d4 100644
--- a/07-cond.html
+++ b/07-cond.html
@@ -631,7 +631,7 @@ <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
@@ -727,7 +727,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Hint
   </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>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
@@ -753,7 +753,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Solution 1
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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="cb24">
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@@ -777,7 +777,7 @@ <h4 class="accordion-header" id="headingSolution4">
   Solution 2
   </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">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
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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
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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
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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
 difference between columns than there are columns in the data.</p>
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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>
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+<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
@@ -4166,7 +4166,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Hint
   </h4>
 </button>
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+<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
 function <code>abs</code></a> that returns the absolute value of a
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-<div id="collapseSolution7" class="accordion-collapse collapse" data-bs-parent="#accordionSolution7" aria-labelledby="headingSolution7">
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-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
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 <div class="accordion-body">
 <div class="section level3">
 <h3 id="suggestions-for-debugging">Suggestions for debugging<a class="anchor" aria-label="anchor" href="#suggestions-for-debugging"></a>
@@ -8430,8 +8430,8 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
-        <a href="https://github.com/carpentries/pegboard/tree/0.7.0" class="external-link">pegboard (0.7.0)</a>,
-      and <a href="https://github.com/carpentries/varnish/tree/0.3.0" class="external-link">varnish (0.3.0)</a>.</p>
+        <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
+      and <a href="https://github.com/carpentries/varnish/tree/0.3.1" class="external-link">varnish (0.3.1)</a>.</p>
 			</div>
 		</footer>
 </div> <!-- / div.container -->
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   "identifier": "https://preview.carpentries.org/python-novice-inflammation/aio.html",
   "dateCreated": "2023-04-20",
-  "dateModified": "2023-10-03",
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diff --git a/discuss.html b/discuss.html
index 91acb518..8441e477 100644
--- a/discuss.html
+++ b/discuss.html
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         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
-        <a href="https://github.com/carpentries/pegboard/tree/0.7.0" class="external-link">pegboard (0.7.0)</a>,
-      and <a href="https://github.com/carpentries/varnish/tree/0.3.0" class="external-link">varnish (0.3.0)</a>.</p>
+        <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
+      and <a href="https://github.com/carpentries/varnish/tree/0.3.1" class="external-link">varnish (0.3.1)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -749,7 +749,7 @@ <h3 class="callout-title">Return Versus Display<a class="anchor" aria-label="anc
   "identifier": "https://preview.carpentries.org/python-novice-inflammation/discuss.html",
   "dateCreated": "2023-04-20",
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diff --git a/extra_exercises.html b/extra_exercises.html
index d6d98571..dc6d26af 100644
--- a/extra_exercises.html
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   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>Both examples exchange the values of <code>left</code> and
 <code>right</code>:</p>
@@ -420,7 +420,7 @@ <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">
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 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -456,7 +456,7 @@ <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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   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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 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -554,8 +554,8 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
-        <a href="https://github.com/carpentries/pegboard/tree/0.7.0" class="external-link">pegboard (0.7.0)</a>,
-      and <a href="https://github.com/carpentries/varnish/tree/0.3.0" class="external-link">varnish (0.3.0)</a>.</p>
+        <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
+      and <a href="https://github.com/carpentries/varnish/tree/0.3.1" class="external-link">varnish (0.3.1)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -577,7 +577,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
   "identifier": "https://preview.carpentries.org/python-novice-inflammation/extra_exercises.html",
   "dateCreated": "2023-04-20",
   "dateModified": "2023-04-20",
-  "datePublished": "2023-10-03"
+  "datePublished": "2023-10-10"
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diff --git a/images.html b/images.html
index b4064bef..62733478 100644
--- a/images.html
+++ b/images.html
@@ -506,8 +506,8 @@ <h3 id="10-defensive-figure-1">Figure 1</h3>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
-        <a href="https://github.com/carpentries/pegboard/tree/0.7.0" class="external-link">pegboard (0.7.0)</a>,
-      and <a href="https://github.com/carpentries/varnish/tree/0.3.0" class="external-link">varnish (0.3.0)</a>.</p>
+        <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
+      and <a href="https://github.com/carpentries/varnish/tree/0.3.1" class="external-link">varnish (0.3.1)</a>.</p>
 			</div>
 		</footer>
 </div> <!-- / div.container -->
@@ -529,8 +529,8 @@ <h3 id="10-defensive-figure-1">Figure 1</h3>
   "url": "https://preview.carpentries.org/python-novice-inflammation/images.html",
   "identifier": "https://preview.carpentries.org/python-novice-inflammation/images.html",
   "dateCreated": "2023-04-20",
-  "dateModified": "2023-10-03",
-  "datePublished": "2023-10-03"
+  "dateModified": "2023-10-10",
+  "datePublished": "2023-10-10"
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diff --git a/index.html b/index.html
index 99071402..cd310b9c 100644
--- a/index.html
+++ b/index.html
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   Anaconda Navigator
   </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">
 <ol style="list-style-type: decimal"><li>Launch Anaconda Navigator. It might ask you if you’d like to send
 anonymized usage information to Anaconda developers: <img src="fig/anaconda-navigator-first-launch.png" alt="Anaconda Navigator first launch" class="figure"> Make your choice and click “Ok,
@@ -471,7 +471,7 @@ <h4 class="accordion-header" id="headingSolution6">
   Command line (Terminal)
   </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>1. Navigate to the <code>data</code> directory:</p>
 <div class="empty-div" style="margin-bottom: 50px">
@@ -484,7 +484,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Unix shell
   </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>If you’re using a Unix shell application, such as Terminal app in
 macOS, Console or Terminal in Linux, or <a href="https://gitforwindows.org" class="external-link">Git Bash</a> on Windows, execute the
@@ -508,7 +508,7 @@ <h4 class="accordion-header" id="headingSolution3">
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   </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>On Windows, you can use its native Command Prompt program. The
 easiest way to start it up is pressing <kbd>Windows Logo
@@ -531,7 +531,7 @@ <h4 class="accordion-header" id="headingSolution4">
   Unix shell
   </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">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb3">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -552,7 +552,7 @@ <h4 class="accordion-header" id="headingSolution5">
   Command Prompt (Windows)
   </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">
 <pre class="source"><code>python -m notebook</code></pre>
 </div>
@@ -612,8 +612,8 @@ <h4 class="accordion-header" id="headingSolution5">
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
-        <a href="https://github.com/carpentries/pegboard/tree/0.7.0" class="external-link">pegboard (0.7.0)</a>,
-      and <a href="https://github.com/carpentries/varnish/tree/0.3.0" class="external-link">varnish (0.3.0)</a>.</p>
+        <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
+      and <a href="https://github.com/carpentries/varnish/tree/0.3.1" class="external-link">varnish (0.3.1)</a>.</p>
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 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -634,8 +634,8 @@ <h4 class="accordion-header" id="headingSolution5">
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   "identifier": "https://preview.carpentries.org/python-novice-inflammation/index.html",
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-  "dateModified": "2023-10-03",
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+  "datePublished": "2023-10-10"
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diff --git a/instructor-notes.html b/instructor-notes.html
index 535c1c50..1da1b2fc 100644
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+<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>
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   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>
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-      and <a href="https://github.com/carpentries/varnish/tree/0.3.0" class="external-link">varnish (0.3.0)</a>.</p>
+        <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
+      and <a href="https://github.com/carpentries/varnish/tree/0.3.1" class="external-link">varnish (0.3.1)</a>.</p>
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 		</footer></div> <!-- / div.container -->
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   "dateCreated": "2023-04-20",
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diff --git a/instructor/08-func.html b/instructor/08-func.html
index b68d7ed4..d3ff60a4 100644
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+++ b/instructor/08-func.html
@@ -1503,8 +1503,8 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         
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-      and <a href="https://github.com/carpentries/varnish/tree/0.3.0" class="external-link">varnish (0.3.0)</a>.</p>
+        <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
+      and <a href="https://github.com/carpentries/varnish/tree/0.3.1" class="external-link">varnish (0.3.1)</a>.</p>
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 		</footer></div> <!-- / div.container -->
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@@ -1526,7 +1526,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
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   "dateCreated": "2023-04-20",
   "dateModified": "2023-04-20",
-  "datePublished": "2023-10-03"
+  "datePublished": "2023-10-10"
 }
 
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diff --git a/instructor/09-errors.html b/instructor/09-errors.html
index 6fbfc134..028812ca 100644
--- a/instructor/09-errors.html
+++ b/instructor/09-errors.html
@@ -1069,8 +1069,8 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
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-      and <a href="https://github.com/carpentries/varnish/tree/0.3.0" class="external-link">varnish (0.3.0)</a>.</p>
+        <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
+      and <a href="https://github.com/carpentries/varnish/tree/0.3.1" class="external-link">varnish (0.3.1)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -1092,7 +1092,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://preview.carpentries.org/python-novice-inflammation/instructor/09-errors.html",
   "dateCreated": "2023-04-20",
   "dateModified": "2023-04-20",
-  "datePublished": "2023-10-03"
+  "datePublished": "2023-10-10"
 }
 
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diff --git a/instructor/10-defensive.html b/instructor/10-defensive.html
index 518d7040..7887e1c5 100644
--- a/instructor/10-defensive.html
+++ b/instructor/10-defensive.html
@@ -920,8 +920,8 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
-        <a href="https://github.com/carpentries/pegboard/tree/0.7.0" class="external-link">pegboard (0.7.0)</a>,
-      and <a href="https://github.com/carpentries/varnish/tree/0.3.0" class="external-link">varnish (0.3.0)</a>.</p>
+        <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
+      and <a href="https://github.com/carpentries/varnish/tree/0.3.1" class="external-link">varnish (0.3.1)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -943,7 +943,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://preview.carpentries.org/python-novice-inflammation/instructor/10-defensive.html",
   "dateCreated": "2023-04-20",
   "dateModified": "2023-04-20",
-  "datePublished": "2023-10-03"
+  "datePublished": "2023-10-10"
 }
 
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diff --git a/instructor/11-debugging.html b/instructor/11-debugging.html
index 87ddbd88..af5f9024 100644
--- a/instructor/11-debugging.html
+++ b/instructor/11-debugging.html
@@ -595,7 +595,7 @@ <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="section level3">
 <h3 id="suggestions-for-debugging">Suggestions for debugging<a class="anchor" aria-label="anchor" href="#suggestions-for-debugging"></a></h3>
@@ -675,8 +675,8 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
-        <a href="https://github.com/carpentries/pegboard/tree/0.7.0" class="external-link">pegboard (0.7.0)</a>,
-      and <a href="https://github.com/carpentries/varnish/tree/0.3.0" class="external-link">varnish (0.3.0)</a>.</p>
+        <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
+      and <a href="https://github.com/carpentries/varnish/tree/0.3.1" class="external-link">varnish (0.3.1)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -698,7 +698,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://preview.carpentries.org/python-novice-inflammation/instructor/11-debugging.html",
   "dateCreated": "2023-04-20",
   "dateModified": "2023-04-20",
-  "datePublished": "2023-10-03"
+  "datePublished": "2023-10-10"
 }
 
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diff --git a/instructor/12-cmdline.html b/instructor/12-cmdline.html
index 2a955342..9dacd4c0 100644
--- a/instructor/12-cmdline.html
+++ b/instructor/12-cmdline.html
@@ -1535,8 +1535,8 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
-        <a href="https://github.com/carpentries/pegboard/tree/0.7.0" class="external-link">pegboard (0.7.0)</a>,
-      and <a href="https://github.com/carpentries/varnish/tree/0.3.0" class="external-link">varnish (0.3.0)</a>.</p>
+        <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
+      and <a href="https://github.com/carpentries/varnish/tree/0.3.1" class="external-link">varnish (0.3.1)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -1558,7 +1558,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://preview.carpentries.org/python-novice-inflammation/instructor/12-cmdline.html",
   "dateCreated": "2023-04-20",
   "dateModified": "2023-04-20",
-  "datePublished": "2023-10-03"
+  "datePublished": "2023-10-10"
 }
 
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diff --git a/instructor/404.html b/instructor/404.html
index 89a258b2..7198cc20 100644
--- a/instructor/404.html
+++ b/instructor/404.html
@@ -365,8 +365,8 @@ <h1>Page not found</h1>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
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-      and <a href="https://github.com/carpentries/varnish/tree/0.3.0" class="external-link">varnish (0.3.0)</a>.</p>
+        <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
+      and <a href="https://github.com/carpentries/varnish/tree/0.3.1" class="external-link">varnish (0.3.1)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -387,8 +387,8 @@ <h1>Page not found</h1>
   "url": "https://preview.carpentries.org/python-novice-inflammation/instructor/404.html",
   "identifier": "https://preview.carpentries.org/python-novice-inflammation/instructor/404.html",
   "dateCreated": "2023-04-20",
-  "dateModified": "2023-10-03",
-  "datePublished": "2023-10-03"
+  "dateModified": "2023-10-10",
+  "datePublished": "2023-10-10"
 }
 
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diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index 55db378c..3e8a806e 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
@@ -374,8 +374,8 @@ <h1>Contributor Code of Conduct</h1>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
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-      and <a href="https://github.com/carpentries/varnish/tree/0.3.0" class="external-link">varnish (0.3.0)</a>.</p>
+        <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
+      and <a href="https://github.com/carpentries/varnish/tree/0.3.1" class="external-link">varnish (0.3.1)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -397,7 +397,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://preview.carpentries.org/python-novice-inflammation/instructor/CODE_OF_CONDUCT.html",
   "dateCreated": "2023-04-20",
   "dateModified": "2023-04-20",
-  "datePublished": "2023-10-03"
+  "datePublished": "2023-10-10"
 }
 
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diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index 763677a4..e89085ed 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -425,8 +425,8 @@ <h1>Licenses</h1>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
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-      and <a href="https://github.com/carpentries/varnish/tree/0.3.0" class="external-link">varnish (0.3.0)</a>.</p>
+        <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
+      and <a href="https://github.com/carpentries/varnish/tree/0.3.1" class="external-link">varnish (0.3.1)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -448,7 +448,7 @@ <h1>Licenses</h1>
   "identifier": "https://preview.carpentries.org/python-novice-inflammation/instructor/LICENSE.html",
   "dateCreated": "2023-04-20",
   "dateModified": "2023-04-20",
-  "datePublished": "2023-10-03"
+  "datePublished": "2023-10-10"
 }
 
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diff --git a/instructor/additional_material.html b/instructor/additional_material.html
index 21f67bbc..07e1056f 100644
--- a/instructor/additional_material.html
+++ b/instructor/additional_material.html
@@ -476,8 +476,8 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
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-      and <a href="https://github.com/carpentries/varnish/tree/0.3.0" class="external-link">varnish (0.3.0)</a>.</p>
+        <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
+      and <a href="https://github.com/carpentries/varnish/tree/0.3.1" class="external-link">varnish (0.3.1)</a>.</p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -499,7 +499,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
   "identifier": "https://preview.carpentries.org/python-novice-inflammation/instructor/additional_material.html",
   "dateCreated": "2023-04-20",
   "dateModified": "2023-04-20",
-  "datePublished": "2023-10-03"
+  "datePublished": "2023-10-10"
 }
 
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diff --git a/instructor/aio.html b/instructor/aio.html
index b90f0a5b..9a479d7b 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -678,7 +678,7 @@ <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">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -720,7 +720,7 @@ <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">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -757,7 +757,7 @@ <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="cb29">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1333,7 +1333,7 @@ <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">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1366,7 +1366,7 @@ <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">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1398,7 +1398,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <p>Creates a substring from index 1 up to (not including) the final
 index, effectively removing the first and last letters from ‘oxygen’</p>
@@ -1429,7 +1429,7 @@ <h4 class="accordion-header" id="headingSolution4">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb43">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1477,7 +1477,7 @@ <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">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
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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
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 <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
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 <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
 difference between columns than there are columns in the data.</p>
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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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-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
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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
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 </button>
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 <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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+        <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
+      and <a href="https://github.com/carpentries/varnish/tree/0.3.1" class="external-link">varnish (0.3.1)</a>.</p>
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         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
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-      and <a href="https://github.com/carpentries/varnish/tree/0.3.0" class="external-link">varnish (0.3.0)</a>.</p>
+        <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
+      and <a href="https://github.com/carpentries/varnish/tree/0.3.1" class="external-link">varnish (0.3.1)</a>.</p>
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-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
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 <div class="accordion-body">
 <p>Both examples exchange the values of <code>left</code> and
 <code>right</code>:</p>
@@ -422,7 +422,7 @@ <h4 class="accordion-header" id="headingSolution2">
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   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
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-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
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         <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
-        <a href="https://github.com/carpentries/pegboard/tree/0.7.0" class="external-link">pegboard (0.7.0)</a>,
-      and <a href="https://github.com/carpentries/varnish/tree/0.3.0" class="external-link">varnish (0.3.0)</a>.</p>
+        <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
+      and <a href="https://github.com/carpentries/varnish/tree/0.3.1" class="external-link">varnish (0.3.1)</a>.</p>
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         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
         <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
-        <a href="https://github.com/carpentries/pegboard/tree/0.7.0" class="external-link">pegboard (0.7.0)</a>,
-      and <a href="https://github.com/carpentries/varnish/tree/0.3.0" class="external-link">varnish (0.3.0)</a>.</p>
+        <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
+      and <a href="https://github.com/carpentries/varnish/tree/0.3.1" class="external-link">varnish (0.3.1)</a>.</p>
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 </div> <!-- / div.container -->
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diff --git a/instructor/index.html b/instructor/index.html
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-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <ol style="list-style-type: decimal"><li>Launch Anaconda Navigator. It might ask you if you’d like to send
 anonymized usage information to Anaconda developers: <img src="../fig/anaconda-navigator-first-launch.png" alt="Anaconda Navigator first launch" class="figure"> Make your choice and click “Ok,
@@ -585,7 +585,7 @@ <h4 class="accordion-header" id="headingSolution6">
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 </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>1. Navigate to the <code>data</code> directory:</p>
 <div class="empty-div" style="margin-bottom: 50px">
@@ -598,7 +598,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Unix shell
   </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>If you’re using a Unix shell application, such as Terminal app in
 macOS, Console or Terminal in Linux, or <a href="https://gitforwindows.org" class="external-link">Git Bash</a> on Windows, execute the
@@ -622,7 +622,7 @@ <h4 class="accordion-header" id="headingSolution3">
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 <div class="accordion-body">
 <p>On Windows, you can use its native Command Prompt program. The
 easiest way to start it up is pressing <kbd>Windows Logo
@@ -645,7 +645,7 @@ <h4 class="accordion-header" id="headingSolution4">
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   </h4>
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-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
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 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb3">
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@@ -666,7 +666,7 @@ <h4 class="accordion-header" id="headingSolution5">
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   </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">
 <pre class="source"><code>python -m notebook</code></pre>
 </div>
@@ -726,8 +726,8 @@ <h4 class="accordion-header" id="headingSolution5">
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
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-      and <a href="https://github.com/carpentries/varnish/tree/0.3.0" class="external-link">varnish (0.3.0)</a>.</p>
+        <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
+      and <a href="https://github.com/carpentries/varnish/tree/0.3.1" class="external-link">varnish (0.3.1)</a>.</p>
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 	<div id="to-top">
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         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
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+        <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
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+        <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
+      and <a href="https://github.com/carpentries/varnish/tree/0.3.1" class="external-link">varnish (0.3.1)</a>.</p>
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   "identifier": "https://preview.carpentries.org/python-novice-inflammation/instructor/profiles.html",
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