diff --git a/01-intro.html b/01-intro.html
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               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
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+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
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@@ -342,7 +342,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -410,8 +410,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="variables">Variables<a class="anchor" aria-label="anchor" href="#variables"></a>
-<a class="anchor" aria-label="anchor" href="#variables"></a></h2>
+<section><h2 class="section-heading" id="variables">Variables<a class="anchor" aria-label="anchor" href="#variables"></a></h2>
 <hr class="half-width"><p>Any Python interpreter can be used as a calculator:</p>
 <div class="codewrapper sourceCode" id="cb1">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -448,8 +447,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <li>
 <code>weight</code> and <code>Weight</code> are different
 variables</li>
-</ul></section><section><h2 class="section-heading" id="types-of-data">Types of data<a class="anchor" aria-label="anchor" href="#types-of-data"></a>
-<a class="anchor" aria-label="anchor" href="#types-of-data"></a></h2>
+</ul></section><section><h2 class="section-heading" id="types-of-data">Types of data<a class="anchor" aria-label="anchor" href="#types-of-data"></a></h2>
 <hr class="half-width"><p>Python knows various types of data. Three common ones are:</p>
 <ul><li>integer numbers</li>
 <li>floating point numbers, and</li>
@@ -470,8 +468,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb5-1"><a href="#cb5-1" tabindex="-1"></a>patient_id <span class="op">=</span> <span class="st">'001'</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="using-variables-in-python">Using Variables in Python<a class="anchor" aria-label="anchor" href="#using-variables-in-python"></a>
-<a class="anchor" aria-label="anchor" href="#using-variables-in-python"></a></h2>
+</section><section><h2 class="section-heading" id="using-variables-in-python">Using Variables in Python<a class="anchor" aria-label="anchor" href="#using-variables-in-python"></a></h2>
 <hr class="half-width"><p>Once we have data stored with variable names, we can make use of it
 in calculations. We may want to store our patient’s weight in pounds as
 well as kilograms:</p>
@@ -486,8 +483,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb7-1"><a href="#cb7-1" tabindex="-1"></a>patient_id <span class="op">=</span> <span class="st">'inflam_'</span> <span class="op">+</span> patient_id</span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="built-in-python-functions">Built-in Python functions<a class="anchor" aria-label="anchor" href="#built-in-python-functions"></a>
-<a class="anchor" aria-label="anchor" href="#built-in-python-functions"></a></h2>
+</section><section><h2 class="section-heading" id="built-in-python-functions">Built-in Python functions<a class="anchor" aria-label="anchor" href="#built-in-python-functions"></a></h2>
 <hr class="half-width"><p>To carry out common tasks with data and variables in Python, the
 language provides us with several built-in <a href="reference.html#function">functions</a>. To display information to
 the screen, we use the <code>print</code> function:</p>
@@ -581,8 +577,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="variables-as-sticky-notes" class="callout-inner">
-<h3 class="callout-title">Variables as Sticky Notes<a class="anchor" aria-label="anchor" href="#variables-as-sticky-notes"></a>
-</h3>
+<h3 class="callout-title">Variables as Sticky Notes</h3>
 <div class="callout-content">
 <p>A variable in Python is analogous to a sticky note with a name
 written on it: assigning a value to a variable is like putting that
@@ -634,8 +629,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
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 </div>
 <div id="check-your-understanding" class="callout-inner">
-<h3 class="callout-title">Check Your Understanding<a class="anchor" aria-label="anchor" href="#check-your-understanding"></a>
-</h3>
+<h3 class="callout-title">Check Your Understanding</h3>
 <div class="callout-content">
 <p>What values do the variables <code>mass</code> and <code>age</code>
 have after each of the following statements? Test your answer by
@@ -656,7 +650,7 @@ <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>
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 <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>
@@ -675,8 +669,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="sorting-out-references" class="callout-inner">
-<h3 class="callout-title">Sorting Out References<a class="anchor" aria-label="anchor" href="#sorting-out-references"></a>
-</h3>
+<h3 class="callout-title">Sorting Out References</h3>
 <div class="callout-content">
 <p>Python allows you to assign multiple values to multiple variables in
 one line by separating the variables and values with commas. What does
@@ -696,7 +689,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" 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>
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 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="seeing-data-types" class="callout-inner">
-<h3 class="callout-title">Seeing Data Types<a class="anchor" aria-label="anchor" href="#seeing-data-types"></a>
-</h3>
+<h3 class="callout-title">Seeing Data Types</h3>
 <div class="callout-content">
 <p>What are the data types of the following variables?</p>
 <div class="codewrapper sourceCode" id="cb28">
@@ -731,7 +723,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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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">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
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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>
@@ -756,8 +748,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Basic data types in Python include integers, strings, and
 floating-point numbers.</li>
@@ -809,7 +800,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">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/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
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@@ -832,7 +823,7 @@ <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": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/02-numpy.html b/02-numpy.html
index 0f90cce26..125226675 100644
--- a/02-numpy.html
+++ b/02-numpy.html
@@ -318,10 +318,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
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@@ -341,7 +341,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -414,8 +414,7 @@ <h3 class="card-title">Objectives</h3>
 tools are built into Python, specialized tools built up from these basic
 units live in <a href="reference.html#library">libraries</a> that can be
 called upon when needed.</p>
-<section><h2 class="section-heading" id="loading-data-into-python">Loading data into Python<a class="anchor" aria-label="anchor" href="#loading-data-into-python"></a>
-<a class="anchor" aria-label="anchor" href="#loading-data-into-python"></a></h2>
+<section><h2 class="section-heading" id="loading-data-into-python">Loading data into Python<a class="anchor" aria-label="anchor" href="#loading-data-into-python"></a></h2>
 <hr class="half-width"><p>To begin processing the clinical trial inflammation data, we need to
 load it into Python. We can do that using a library called <a href="https://numpy.org/doc/stable" title="NumPy Documentation" class="external-link">NumPy</a>, which stands for Numerical
 Python. In general, you should use this library when you want to do
@@ -527,8 +526,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="data-type" class="callout-inner">
-<h3 class="callout-title">Data Type<a class="anchor" aria-label="anchor" href="#data-type"></a>
-</h3>
+<h3 class="callout-title">Data Type</h3>
 <div class="callout-content">
 <p>A Numpy array contains one or more elements of the same type. The
 <code>type</code> function will only tell you that a variable is a NumPy
@@ -615,8 +613,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="in-the-corner" class="callout-inner">
-<h3 class="callout-title">In the Corner<a class="anchor" aria-label="anchor" href="#in-the-corner"></a>
-</h3>
+<h3 class="callout-title">In the Corner</h3>
 <div class="callout-content">
 <p>What may also surprise you is that when Python displays an array, it
 shows the element with index <code>[0, 0]</code> in the upper left
@@ -627,8 +624,7 @@ <h3 class="callout-title">In the Corner<a class="anchor" aria-label="anchor" hre
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="slicing-data">Slicing data<a class="anchor" aria-label="anchor" href="#slicing-data"></a>
-<a class="anchor" aria-label="anchor" href="#slicing-data"></a></h2>
+</section><section><h2 class="section-heading" id="slicing-data">Slicing data<a class="anchor" aria-label="anchor" href="#slicing-data"></a></h2>
 <hr class="half-width"><p>An index like <code>[30, 20]</code> selects a single element of an
 array, but we can select whole sections as well. For example, we can
 select the first ten days (columns) of values for the first four
@@ -688,8 +684,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
  [ 1.  1.  0.  1.]
  [ 2.  2.  1.  1.]]</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="analyzing-data">Analyzing data<a class="anchor" aria-label="anchor" href="#analyzing-data"></a>
-<a class="anchor" aria-label="anchor" href="#analyzing-data"></a></h2>
+</section><section><h2 class="section-heading" id="analyzing-data">Analyzing data<a class="anchor" aria-label="anchor" href="#analyzing-data"></a></h2>
 <hr class="half-width"><p>NumPy has several useful functions that take an array as input to
 perform operations on its values. If we want to find the average
 inflammation for all patients on all days, for example, we can ask NumPy
@@ -711,8 +706,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
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 </div>
 <div id="not-all-functions-have-input" class="callout-inner">
-<h3 class="callout-title">Not All Functions Have Input<a class="anchor" aria-label="anchor" href="#not-all-functions-have-input"></a>
-</h3>
+<h3 class="callout-title">Not All Functions Have Input</h3>
 <div class="callout-content">
 <p>Generally, a function uses inputs to produce outputs. However, some
 functions produce outputs without needing any input. For example,
@@ -762,8 +756,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
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 </div>
 <div id="mystery-functions-in-ipython" class="callout-inner">
-<h3 class="callout-title">Mystery Functions in IPython<a class="anchor" aria-label="anchor" href="#mystery-functions-in-ipython"></a>
-</h3>
+<h3 class="callout-title">Mystery Functions in IPython</h3>
 <div class="callout-content">
 <p>How did we know what functions NumPy has and how to use them? If you
 are working in IPython or in a Jupyter Notebook, there is an easy way to
@@ -788,8 +781,7 @@ <h3 class="callout-title">Mystery Functions in IPython<a class="anchor" aria-lab
 <i class="callout-icon" data-feather="bell"></i>
 </div>
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-</h3>
+<h3 class="callout-title">Confusing Function Names</h3>
 <div class="callout-content">
 <p>One might wonder why the functions are called <code>amax</code> and
 <code>amin</code> and not <code>max</code> and <code>min</code> or why
@@ -895,8 +887,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
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 <div id="slicing-strings" class="callout-inner">
-<h3 class="callout-title">Slicing Strings<a class="anchor" aria-label="anchor" href="#slicing-strings"></a>
-</h3>
+<h3 class="callout-title">Slicing Strings</h3>
 <div class="callout-content">
 <p>A section of an array is called a <a href="reference.html#slice">slice</a>. We can take slices of character
 strings as well:</p>
@@ -941,7 +932,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
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 <div id="slicing-strings" class="callout-inner">
-<h3 class="callout-title">Slicing Strings<em> (continued)</em><a class="anchor" aria-label="anchor" href="#slicing-strings"></a>
+<h3 class="callout-title">Slicing Strings<em> (continued)</em>
 </h3>
 <div class="callout-content">
 <p>What is <code>element[-1]</code>? What is
@@ -971,7 +962,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
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 <div id="slicing-strings" class="callout-inner">
-<h3 class="callout-title">Slicing Strings<em> (continued)</em><a class="anchor" aria-label="anchor" href="#slicing-strings"></a>
+<h3 class="callout-title">Slicing Strings<em> (continued)</em>
 </h3>
 <div class="callout-content">
 <p>Given those answers, explain what <code>element[1:-1]</code>
@@ -997,7 +988,7 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
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-<h3 class="callout-title">Slicing Strings<em> (continued)</em><a class="anchor" aria-label="anchor" href="#slicing-strings"></a>
+<h3 class="callout-title">Slicing Strings<em> (continued)</em>
 </h3>
 <div class="callout-content">
 <p>How can we rewrite the slice for getting the last three characters of
@@ -1044,8 +1035,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="thin-slices" class="callout-inner">
-<h3 class="callout-title">Thin Slices<a class="anchor" aria-label="anchor" href="#thin-slices"></a>
-</h3>
+<h3 class="callout-title">Thin Slices</h3>
 <div class="callout-content">
 <p>The expression <code>element[3:3]</code> produces an <a href="reference.html#empty-string">empty string</a>, i.e., a string that
 contains no characters. If <code>data</code> holds our array of patient
@@ -1076,8 +1066,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="stacking-arrays" class="callout-inner">
-<h3 class="callout-title">Stacking Arrays<a class="anchor" aria-label="anchor" href="#stacking-arrays"></a>
-</h3>
+<h3 class="callout-title">Stacking Arrays</h3>
 <div class="callout-content">
 <p>Arrays can be concatenated and stacked on top of one another, using
 NumPy’s <code>vstack</code> and <code>hstack</code> functions for
@@ -1190,8 +1179,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
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 </div>
 <div id="change-in-inflammation" class="callout-inner">
-<h3 class="callout-title">Change In Inflammation<a class="anchor" aria-label="anchor" href="#change-in-inflammation"></a>
-</h3>
+<h3 class="callout-title">Change In Inflammation</h3>
 <div class="callout-content">
 <p>The patient data is <em>longitudinal</em> in the sense that each row
 represents a series of observations relating to one individual. This
@@ -1266,7 +1254,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <div id="change-in-inflammation" class="callout-inner">
 <h3 class="callout-title">Change In Inflammation<em>
-(continued)</em><a class="anchor" aria-label="anchor" href="#change-in-inflammation"></a>
+(continued)</em>
 </h3>
 <div class="callout-content">
 <p>If the shape of an individual data file is <code>(60, 40)</code> (60
@@ -1294,7 +1282,7 @@ <h4 class="accordion-header" id="headingSolution9"> Show me the solution </h4>
 </div>
 <div id="change-in-inflammation" class="callout-inner">
 <h3 class="callout-title">Change In Inflammation<em>
-(continued)</em><a class="anchor" aria-label="anchor" href="#change-in-inflammation"></a>
+(continued)</em>
 </h3>
 <div class="callout-content">
 <p>How would you find the largest change in inflammation for each
@@ -1359,8 +1347,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Import a library into a program using
 <code>import libraryname</code>.</li>
@@ -1419,7 +1406,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
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 	<div id="to-top">
@@ -1442,7 +1429,7 @@ <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": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/03-matplotlib.html b/03-matplotlib.html
index 8f81da7c2..8b707f269 100644
--- a/03-matplotlib.html
+++ b/03-matplotlib.html
@@ -316,10 +316,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
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               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -405,8 +405,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="visualizing-data">Visualizing data<a class="anchor" aria-label="anchor" href="#visualizing-data"></a>
-<a class="anchor" aria-label="anchor" href="#visualizing-data"></a></h2>
+<section><h2 class="section-heading" id="visualizing-data">Visualizing data<a class="anchor" aria-label="anchor" href="#visualizing-data"></a></h2>
 <hr class="half-width"><p>The mathematician Richard Hamming once said, “The purpose of
 computing is insight, not numbers,” and the best way to develop insight
 is often to visualize data. Visualization deserves an entire lecture of
@@ -422,8 +421,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="check"></i>
 </div>
 <div id="episode-prerequisites" class="callout-inner">
-<h3 class="callout-title">Episode Prerequisites<a class="anchor" aria-label="anchor" href="#episode-prerequisites"></a>
-</h3>
+<h3 class="callout-title">Episode Prerequisites</h3>
 <div class="callout-content">
 <p>If you are continuing in the same notebook from the previous episode,
 you already have a <code>data</code> variable and have imported
@@ -552,8 +550,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="importing-libraries-with-shortcuts" class="callout-inner">
-<h3 class="callout-title">Importing libraries with shortcuts<a class="anchor" aria-label="anchor" href="#importing-libraries-with-shortcuts"></a>
-</h3>
+<h3 class="callout-title">Importing libraries with shortcuts</h3>
 <div class="callout-content">
 <p>In this lesson we use the <code>import matplotlib.pyplot</code> <a href="reference.html#syntax">syntax</a> to import the
 <code>pyplot</code> module of <code>matplotlib</code>. However,
@@ -584,8 +581,7 @@ <h3 class="callout-title">Importing libraries with shortcuts<a class="anchor" ar
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="plot-scaling" class="callout-inner">
-<h3 class="callout-title">Plot Scaling<a class="anchor" aria-label="anchor" href="#plot-scaling"></a>
-</h3>
+<h3 class="callout-title">Plot Scaling</h3>
 <div class="callout-content">
 <p>Why do all of our plots stop just short of the upper end of our
 graph?</p>
@@ -610,7 +606,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="plot-scaling" class="callout-inner">
-<h3 class="callout-title">Plot Scaling<em> (continued)</em><a class="anchor" aria-label="anchor" href="#plot-scaling"></a>
+<h3 class="callout-title">Plot Scaling<em> (continued)</em>
 </h3>
 <div class="callout-content">
 <p>If we want to change this, we can use the
@@ -670,8 +666,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="drawing-straight-lines" class="callout-inner">
-<h3 class="callout-title">Drawing Straight Lines<a class="anchor" aria-label="anchor" href="#drawing-straight-lines"></a>
-</h3>
+<h3 class="callout-title">Drawing Straight Lines</h3>
 <div class="callout-content">
 <p>In the center and right subplots above, we expect all lines to look
 like step functions because non-integer value are not realistic for the
@@ -727,8 +722,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="make-your-own-plot" class="callout-inner">
-<h3 class="callout-title">Make Your Own Plot<a class="anchor" aria-label="anchor" href="#make-your-own-plot"></a>
-</h3>
+<h3 class="callout-title">Make Your Own Plot</h3>
 <div class="callout-content">
 <p>Create a plot showing the standard deviation (<code>numpy.std</code>)
 of the inflammation data for each day across all patients.</p>
@@ -757,8 +751,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="moving-plots-around" class="callout-inner">
-<h3 class="callout-title">Moving Plots Around<a class="anchor" aria-label="anchor" href="#moving-plots-around"></a>
-</h3>
+<h3 class="callout-title">Moving Plots Around</h3>
 <div class="callout-content">
 <p>Modify the program to display the three plots on top of one another
 instead of side by side.</p>
@@ -810,8 +803,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Use the <code>pyplot</code> module from the <code>matplotlib</code>
 library for creating simple visualizations.</li>
@@ -855,7 +847,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
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 	<div id="to-top">
@@ -878,7 +870,7 @@ <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": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/04-lists.html b/04-lists.html
index 5eddca5ca..a36dc3725 100644
--- a/04-lists.html
+++ b/04-lists.html
@@ -316,10 +316,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
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                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -420,8 +420,7 @@ <h3 class="card-title">Objectives</h3>
 we have to process. In Python, a list is a way to store multiple values
 together. In this episode, we will learn how to store multiple values in
 a list as well as how to work with lists.</p>
-<section><h2 class="section-heading" id="python-lists">Python lists<a class="anchor" aria-label="anchor" href="#python-lists"></a>
-<a class="anchor" aria-label="anchor" href="#python-lists"></a></h2>
+<section><h2 class="section-heading" id="python-lists">Python lists<a class="anchor" aria-label="anchor" href="#python-lists"></a></h2>
 <hr class="half-width"><p>Unlike NumPy arrays, lists are built into the language so we do not
 have to load a library to use them. We create a list by putting values
 inside square brackets and separating the values with commas:</p>
@@ -499,8 +498,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="ch-ch-ch-ch-changes" class="callout-inner">
-<h3 class="callout-title">Ch-Ch-Ch-Ch-Changes<a class="anchor" aria-label="anchor" href="#ch-ch-ch-ch-changes"></a>
-</h3>
+<h3 class="callout-title">Ch-Ch-Ch-Ch-Changes</h3>
 <div class="callout-content">
 <p>Data which can be modified in place is called <a href="reference.html#mutable">mutable</a>, while data which cannot be
 modified is called <a href="reference.html#immutable">immutable</a>.
@@ -562,8 +560,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="nested-lists" class="callout-inner">
-<h3 class="callout-title">Nested Lists<a class="anchor" aria-label="anchor" href="#nested-lists"></a>
-</h3>
+<h3 class="callout-title">Nested Lists</h3>
 <div class="callout-content">
 <p>Since a list can contain any Python variables, it can even contain
 other lists.</p>
@@ -634,8 +631,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="heterogeneous-lists" class="callout-inner">
-<h3 class="callout-title">Heterogeneous Lists<a class="anchor" aria-label="anchor" href="#heterogeneous-lists"></a>
-</h3>
+<h3 class="callout-title">Heterogeneous Lists</h3>
 <div class="callout-content">
 <p>Lists in Python can contain elements of different types. Example:</p>
 <div class="codewrapper sourceCode" id="cb22">
@@ -757,8 +753,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="slicing-from-the-end" class="callout-inner">
-<h3 class="callout-title">Slicing From the End<a class="anchor" aria-label="anchor" href="#slicing-from-the-end"></a>
-</h3>
+<h3 class="callout-title">Slicing From the End</h3>
 <div class="callout-content">
 <p>Use slicing to access only the last four characters of a string or
 entries of a list.</p>
@@ -791,7 +786,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
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 </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>
@@ -810,8 +805,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="non-continuous-slices" class="callout-inner">
-<h3 class="callout-title">Non-Continuous Slices<a class="anchor" aria-label="anchor" href="#non-continuous-slices"></a>
-</h3>
+<h3 class="callout-title">Non-Continuous Slices</h3>
 <div class="callout-content">
 <p>So far we’ve seen how to use slicing to take single blocks of
 successive entries from a sequence. But what if we want to take a subset
@@ -872,7 +866,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
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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>
@@ -935,8 +929,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="overloading" class="callout-inner">
-<h3 class="callout-title">Overloading<a class="anchor" aria-label="anchor" href="#overloading"></a>
-</h3>
+<h3 class="callout-title">Overloading</h3>
 <div class="callout-content">
 <p><code>+</code> usually means addition, but when used on strings or
 lists, it means “concatenate”. Given that, what do you think the
@@ -964,7 +957,7 @@ <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>
@@ -988,8 +981,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>
 <code>[value1, value2, value3, ...]</code> creates a list.</li>
@@ -1040,7 +1032,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">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/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
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 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -1063,7 +1055,7 @@ <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": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/05-loop.html b/05-loop.html
index ca0968ac9..7d5ac6d26 100644
--- a/05-loop.html
+++ b/05-loop.html
@@ -309,10 +309,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
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@@ -332,7 +332,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -543,8 +543,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="whats-in-a-name" class="callout-inner">
-<h3 class="callout-title">What’s in a name?<a class="anchor" aria-label="anchor" href="#whats-in-a-name"></a>
-</h3>
+<h3 class="callout-title">What’s in a name?</h3>
 <div class="callout-content">
 <p>In the example above, the loop variable was given the name
 <code>num</code> as a mnemonic; it is short for ‘number’. We can choose
@@ -642,8 +641,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="from-1-to-n" class="callout-inner">
-<h3 class="callout-title">From 1 to N<a class="anchor" aria-label="anchor" href="#from-1-to-n"></a>
-</h3>
+<h3 class="callout-title">From 1 to N</h3>
 <div class="callout-content">
 <p>Python has a built-in function called <code>range</code> that
 generates a sequence of numbers. <code>range</code> can accept 1, 2, or
@@ -675,7 +673,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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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">
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 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb21">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -692,8 +690,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="understanding-the-loops" class="callout-inner">
-<h3 class="callout-title">Understanding the loops<a class="anchor" aria-label="anchor" href="#understanding-the-loops"></a>
-</h3>
+<h3 class="callout-title">Understanding the loops</h3>
 <div class="callout-content">
 <p>Given the following loop:</p>
 <div class="codewrapper sourceCode" id="cb22">
@@ -716,7 +713,7 @@ <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>The body of the loop is executed 6 times.</p>
 </div>
@@ -728,8 +725,7 @@ <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="computing-powers-with-loops" class="callout-inner">
-<h3 class="callout-title">Computing Powers With Loops<a class="anchor" aria-label="anchor" href="#computing-powers-with-loops"></a>
-</h3>
+<h3 class="callout-title">Computing Powers With Loops</h3>
 <div class="callout-content">
 <p>Exponentiation is built into Python:</p>
 <div class="codewrapper sourceCode" id="cb23">
@@ -752,7 +748,7 @@ <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="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb25">
 <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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 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="summing-a-list" class="callout-inner">
-<h3 class="callout-title">Summing a list<a class="anchor" aria-label="anchor" href="#summing-a-list"></a>
-</h3>
+<h3 class="callout-title">Summing a list</h3>
 <div class="callout-content">
 <p>Write a loop that calculates the sum of elements in a list by adding
 each element and printing the final value, so
@@ -785,7 +780,7 @@ <h3 class="callout-title">Summing a list<a class="anchor" aria-label="anchor" hr
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb26">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -805,8 +800,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="computing-the-value-of-a-polynomial" class="callout-inner">
-<h3 class="callout-title">Computing the Value of a Polynomial<a class="anchor" aria-label="anchor" href="#computing-the-value-of-a-polynomial"></a>
-</h3>
+<h3 class="callout-title">Computing the Value of a Polynomial</h3>
 <div class="callout-content">
 <p>The built-in function <code>enumerate</code> takes a sequence (e.g. a
 <a href="04-lists.html">list</a>) and generates a new sequence of the
@@ -848,7 +842,7 @@ <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="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb30">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -866,8 +860,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Use <code>for variable in sequence</code> to process the elements of
 a sequence one at a time.</li>
@@ -916,7 +909,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">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/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -939,7 +932,7 @@ <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": "2024-04-18",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/06-files.html b/06-files.html
index 34da0caed..bb35f9aca 100644
--- a/06-files.html
+++ b/06-files.html
@@ -309,10 +309,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -332,7 +332,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -503,8 +503,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="plotting-differences" class="callout-inner">
-<h3 class="callout-title">Plotting Differences<a class="anchor" aria-label="anchor" href="#plotting-differences"></a>
-</h3>
+<h3 class="callout-title">Plotting Differences</h3>
 <div class="callout-content">
 <p>Plot the difference between the average inflammations reported in the
 first and second datasets (stored in <code>inflammation-01.csv</code>
@@ -518,7 +517,7 @@ <h3 class="callout-title">Plotting Differences<a class="anchor" aria-label="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb8">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -549,8 +548,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="generate-composite-statistics" class="callout-inner">
-<h3 class="callout-title">Generate Composite Statistics<a class="anchor" aria-label="anchor" href="#generate-composite-statistics"></a>
-</h3>
+<h3 class="callout-title">Generate Composite Statistics</h3>
 <div class="callout-content">
 <p>Use each of the files once to generate a dataset containing values
 averaged over all patients by completing the code inside the loop given
@@ -576,7 +574,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb10">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -651,8 +649,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Use <code>glob.glob(pattern)</code> to create a list of files whose
 names match a pattern.</li>
@@ -700,7 +697,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">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/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -723,7 +720,7 @@ <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": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/07-cond.html b/07-cond.html
index d748c3ab8..6248f3dc7 100644
--- a/07-cond.html
+++ b/07-cond.html
@@ -317,10 +317,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -340,7 +340,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -412,8 +412,7 @@ <h3 class="card-title">Objectives</h3>
 automatically recognize the different features we saw, and take a
 different action for each? In this lesson, we’ll learn how to write code
 that runs only when certain conditions are true.</p>
-<section><h2 class="section-heading" id="conditionals">Conditionals<a class="anchor" aria-label="anchor" href="#conditionals"></a>
-<a class="anchor" aria-label="anchor" href="#conditionals"></a></h2>
+<section><h2 class="section-heading" id="conditionals">Conditionals<a class="anchor" aria-label="anchor" href="#conditionals"></a></h2>
 <hr class="half-width"><p>We can ask Python to take different actions, depending on a
 condition, with an <code>if</code> statement:</p>
 
@@ -486,8 +485,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="comparing-in-python" class="callout-inner">
-<h3 class="callout-title">Comparing in Python<a class="anchor" aria-label="anchor" href="#comparing-in-python"></a>
-</h3>
+<h3 class="callout-title">Comparing in Python</h3>
 <div class="callout-content">
 <p>Along with the <code>&gt;</code> and <code>==</code> operators we
 have already used for comparing values in our conditionals, there are a
@@ -540,7 +538,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <div id="true-and-false" class="callout-inner">
 <h3 class="callout-title">
-<code>True</code> and <code>False</code><a class="anchor" aria-label="anchor" href="#true-and-false"></a>
+<code>True</code> and <code>False</code>
 </h3>
 <div class="callout-content">
 <p><code>True</code> and <code>False</code> are special words in Python
@@ -550,8 +548,7 @@ <h3 class="callout-title">
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="checking-our-data">Checking our Data<a class="anchor" aria-label="anchor" href="#checking-our-data"></a>
-<a class="anchor" aria-label="anchor" href="#checking-our-data"></a></h2>
+</section><section><h2 class="section-heading" id="checking-our-data">Checking our Data<a class="anchor" aria-label="anchor" href="#checking-our-data"></a></h2>
 <hr class="half-width"><p>Now that we’ve seen how conditionals work, we can use them to check
 for the suspicious features we saw in our inflammation data. We are
 about to use functions provided by the <code>numpy</code> module again.
@@ -648,8 +645,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="how-many-paths" class="callout-inner">
-<h3 class="callout-title">How Many Paths?<a class="anchor" aria-label="anchor" href="#how-many-paths"></a>
-</h3>
+<h3 class="callout-title">How Many Paths?</h3>
 <div class="callout-content">
 <p>Consider this code:</p>
 <div class="codewrapper sourceCode" id="cb19">
@@ -696,8 +692,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="what-is-truth" class="callout-inner">
-<h3 class="callout-title">What Is Truth?<a class="anchor" aria-label="anchor" href="#what-is-truth"></a>
-</h3>
+<h3 class="callout-title">What Is Truth?</h3>
 <div class="callout-content">
 <p><code>True</code> and <code>False</code> booleans are not the only
 values in Python that are true and false. In fact, <em>any</em> value
@@ -728,8 +723,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="thats-not-not-what-i-meant" class="callout-inner">
-<h3 class="callout-title">That’s Not Not What I Meant<a class="anchor" aria-label="anchor" href="#thats-not-not-what-i-meant"></a>
-</h3>
+<h3 class="callout-title">That’s Not Not What I Meant</h3>
 <div class="callout-content">
 <p>Sometimes it is useful to check whether some condition is not true.
 The Boolean operator <code>not</code> can do this explicitly. After
@@ -754,8 +748,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="close-enough" class="callout-inner">
-<h3 class="callout-title">Close Enough<a class="anchor" aria-label="anchor" href="#close-enough"></a>
-</h3>
+<h3 class="callout-title">Close Enough</h3>
 <div class="callout-content">
 <p>Write some conditions that print <code>True</code> if the variable
 <code>a</code> is within 10% of the variable <code>b</code> and
@@ -834,8 +827,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="in-place-operators" class="callout-inner">
-<h3 class="callout-title">In-Place Operators<a class="anchor" aria-label="anchor" href="#in-place-operators"></a>
-</h3>
+<h3 class="callout-title">In-Place Operators</h3>
 <div class="callout-content">
 <p>Python (and most other languages in the C family) provides <a href="reference.html#in-place-operators">in-place operators</a> that
 work like this:</p>
@@ -893,8 +885,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="sorting-a-list-into-buckets" class="callout-inner">
-<h3 class="callout-title">Sorting a List Into Buckets<a class="anchor" aria-label="anchor" href="#sorting-a-list-into-buckets"></a>
-</h3>
+<h3 class="callout-title">Sorting a List Into Buckets</h3>
 <div class="callout-content">
 <p>In our <code>data</code> folder, large data sets are stored in files
 whose names start with “inflammation-” and small data sets – in files
@@ -986,8 +977,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="counting-vowels" class="callout-inner">
-<h3 class="callout-title">Counting Vowels<a class="anchor" aria-label="anchor" href="#counting-vowels"></a>
-</h3>
+<h3 class="callout-title">Counting Vowels</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal"><li>Write a loop that counts the number of vowels in a character
 string.</li>
@@ -1026,8 +1016,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Use <code>if condition</code> to start a conditional statement,
 <code>elif condition</code> to provide additional tests, and
@@ -1085,7 +1074,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">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/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
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 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -1108,7 +1097,7 @@ <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": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/08-func.html b/08-func.html
index 4ea4d3edf..7e9218c13 100644
--- a/08-func.html
+++ b/08-func.html
@@ -321,10 +321,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
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                 </h2>
@@ -344,7 +344,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -494,8 +494,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <p>We’ve successfully called the function that we defined, and we have
 access to the value that we returned.</p>
-<section><h2 class="section-heading" id="composing-functions">Composing Functions<a class="anchor" aria-label="anchor" href="#composing-functions"></a>
-<a class="anchor" aria-label="anchor" href="#composing-functions"></a></h2>
+<section><h2 class="section-heading" id="composing-functions">Composing Functions<a class="anchor" aria-label="anchor" href="#composing-functions"></a></h2>
 <hr class="half-width"><p>Now that we’ve seen how to turn Fahrenheit into Celsius, we can also
 write the function to turn Celsius into Kelvin:</p>
 <div class="codewrapper sourceCode" id="cb7">
@@ -535,8 +534,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 shown here — typically half a dozen to a few dozen lines — but they
 shouldn’t ever be much longer than that, or the next person who reads it
 won’t be able to understand what’s going on.</p>
-</section><section><h2 class="section-heading" id="variable-scope">Variable Scope<a class="anchor" aria-label="anchor" href="#variable-scope"></a>
-<a class="anchor" aria-label="anchor" href="#variable-scope"></a></h2>
+</section><section><h2 class="section-heading" id="variable-scope">Variable Scope<a class="anchor" aria-label="anchor" href="#variable-scope"></a></h2>
 <hr class="half-width"><p>In composing our temperature conversion functions, we created
 variables inside of those functions, <code>temp</code>,
 <code>temp_c</code>, <code>temp_f</code>, and <code>temp_k</code>. We
@@ -594,8 +592,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>temperature in Fahrenheit was: 212.0
 temperature in Kelvin was: 373.15</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="tidying-up">Tidying up<a class="anchor" aria-label="anchor" href="#tidying-up"></a>
-<a class="anchor" aria-label="anchor" href="#tidying-up"></a></h2>
+</section><section><h2 class="section-heading" id="tidying-up">Tidying up<a class="anchor" aria-label="anchor" href="#tidying-up"></a></h2>
 <hr class="half-width"><p>Now that we know how to wrap bits of code up in functions, we can
 make our inflammation analysis easier to read and easier to reuse.
 First, let’s make a <code>visualize</code> function that generates our
@@ -665,8 +662,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 and understand what is happening in the <code>for</code> loop. Even
 better, if at some later date we want to use either of those pieces of
 code again, we can do so in a single line.</p>
-</section><section><h2 class="section-heading" id="testing-and-documenting">Testing and Documenting<a class="anchor" aria-label="anchor" href="#testing-and-documenting"></a>
-<a class="anchor" aria-label="anchor" href="#testing-and-documenting"></a></h2>
+</section><section><h2 class="section-heading" id="testing-and-documenting">Testing and Documenting<a class="anchor" aria-label="anchor" href="#testing-and-documenting"></a></h2>
 <hr class="half-width"><p>Once we start putting things in functions so that we can re-use them,
 we need to start testing that those functions are working correctly. To
 see how to do this, let’s write a function to offset a dataset so that
@@ -828,8 +824,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
     &gt;&gt;&gt; offset_mean([1, 2, 3], 0)
     array([-1.,  0.,  1.])</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="defining-defaults">Defining Defaults<a class="anchor" aria-label="anchor" href="#defining-defaults"></a>
-<a class="anchor" aria-label="anchor" href="#defining-defaults"></a></h2>
+</section><section><h2 class="section-heading" id="defining-defaults">Defining Defaults<a class="anchor" aria-label="anchor" href="#defining-defaults"></a></h2>
 <hr class="half-width"><p>We have passed parameters to functions in two ways: directly, as in
 <code>type(data)</code>, and by name, as in
 <code>numpy.loadtxt(fname='something.csv', delimiter=',')</code>. In
@@ -1021,8 +1016,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 we <em>do</em> have to provide <code>delimiter=</code> for the second
 parameter since <code>delimiter</code> is not the second parameter in
 the list.</p>
-</section><section><h2 class="section-heading" id="readable-functions">Readable functions<a class="anchor" aria-label="anchor" href="#readable-functions"></a>
-<a class="anchor" aria-label="anchor" href="#readable-functions"></a></h2>
+</section><section><h2 class="section-heading" id="readable-functions">Readable functions<a class="anchor" aria-label="anchor" href="#readable-functions"></a></h2>
 <hr class="half-width"><p>Consider these two functions:</p>
 <div class="codewrapper sourceCode" id="cb54">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1069,8 +1063,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="combining-strings" class="callout-inner">
-<h3 class="callout-title">Combining Strings<a class="anchor" aria-label="anchor" href="#combining-strings"></a>
-</h3>
+<h3 class="callout-title">Combining Strings</h3>
 <div class="callout-content">
 <p>“Adding” two strings produces their concatenation:
 <code>'a' + 'b'</code> is <code>'ab'</code>. Write a function called
@@ -1113,8 +1106,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="return-versus-print" class="callout-inner">
-<h3 class="callout-title">Return versus print<a class="anchor" aria-label="anchor" href="#return-versus-print"></a>
-</h3>
+<h3 class="callout-title">Return versus print</h3>
 <div class="callout-content">
 <p>Note that <code>return</code> and <code>print</code> are not
 interchangeable. <code>print</code> is a Python function that
@@ -1168,8 +1160,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="selecting-characters-from-strings" class="callout-inner">
-<h3 class="callout-title">Selecting Characters From Strings<a class="anchor" aria-label="anchor" href="#selecting-characters-from-strings"></a>
-</h3>
+<h3 class="callout-title">Selecting Characters From Strings</h3>
 <div class="callout-content">
 <p>If the variable <code>s</code> refers to a string, then
 <code>s[0]</code> is the string’s first character and <code>s[-1]</code>
@@ -1211,8 +1202,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="rescaling-an-array" class="callout-inner">
-<h3 class="callout-title">Rescaling an Array<a class="anchor" aria-label="anchor" href="#rescaling-an-array"></a>
-</h3>
+<h3 class="callout-title">Rescaling an Array</h3>
 <div class="callout-content">
 <p>Write a function <code>rescale</code> that takes an array as input
 and returns a corresponding array of values scaled to lie in the range
@@ -1247,8 +1237,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="testing-and-documenting-your-function" class="callout-inner">
-<h3 class="callout-title">Testing and Documenting Your Function<a class="anchor" aria-label="anchor" href="#testing-and-documenting-your-function"></a>
-</h3>
+<h3 class="callout-title">Testing and Documenting Your Function</h3>
 <div class="callout-content">
 <p>Run the commands <code>help(numpy.arange)</code> and
 <code>help(numpy.linspace)</code> to see how to use these functions to
@@ -1288,8 +1277,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="defining-defaults-1" class="callout-inner">
-<h3 class="callout-title">Defining Defaults<a class="anchor" aria-label="anchor" href="#defining-defaults-1"></a>
-</h3>
+<h3 class="callout-title">Defining Defaults</h3>
 <div class="callout-content">
 <p>Rewrite the <code>rescale</code> function so that it scales data to
 lie between <code>0.0</code> and <code>1.0</code> by default, but will
@@ -1326,8 +1314,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="variables-inside-and-outside-functions" class="callout-inner">
-<h3 class="callout-title">Variables Inside and Outside Functions<a class="anchor" aria-label="anchor" href="#variables-inside-and-outside-functions"></a>
-</h3>
+<h3 class="callout-title">Variables Inside and Outside Functions</h3>
 <div class="callout-content">
 <p>What does the following piece of code display when run — and why?</p>
 <div class="codewrapper sourceCode" id="cb67">
@@ -1384,8 +1371,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="mixing-default-and-non-default-parameters" class="callout-inner">
-<h3 class="callout-title">Mixing Default and Non-Default Parameters<a class="anchor" aria-label="anchor" href="#mixing-default-and-non-default-parameters"></a>
-</h3>
+<h3 class="callout-title">Mixing Default and Non-Default Parameters</h3>
 <div class="callout-content">
 <p>Given the following code:</p>
 <div class="codewrapper sourceCode" id="cb69">
@@ -1448,8 +1434,7 @@ <h4 class="accordion-header" id="headingSolution8"> Show me the solution </h4>
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="readable-code" class="callout-inner">
-<h3 class="callout-title">Readable Code<a class="anchor" aria-label="anchor" href="#readable-code"></a>
-</h3>
+<h3 class="callout-title">Readable Code</h3>
 <div class="callout-content">
 <p>Revise a function you wrote for one of the previous exercises to try
 to make the code more readable. Then, collaborate with one of your
@@ -1464,8 +1449,7 @@ <h3 class="callout-title">Readable Code<a class="anchor" aria-label="anchor" hre
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Define a function using
 <code>def function_name(parameter)</code>.</li>
@@ -1526,7 +1510,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">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/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -1549,7 +1533,7 @@ <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": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/09-errors.html b/09-errors.html
index 4f8481d25..6f3b9ec40 100644
--- a/09-errors.html
+++ b/09-errors.html
@@ -319,10 +319,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -342,7 +342,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -472,8 +472,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="long-tracebacks" class="callout-inner">
-<h3 class="callout-title">Long Tracebacks<a class="anchor" aria-label="anchor" href="#long-tracebacks"></a>
-</h3>
+<h3 class="callout-title">Long Tracebacks</h3>
 <div class="callout-content">
 <p>Sometimes, you might see a traceback that is very long -- sometimes
 they might even be 20 levels deep! This can make it seem like something
@@ -505,8 +504,7 @@ <h3 class="callout-title">Long Tracebacks<a class="anchor" aria-label="anchor" h
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="reading-error-messages" class="callout-inner">
-<h3 class="callout-title">Reading Error Messages<a class="anchor" aria-label="anchor" href="#reading-error-messages"></a>
-</h3>
+<h3 class="callout-title">Reading Error Messages</h3>
 <div class="callout-content">
 <p>Read the Python code and the resulting traceback below, and answer
 the following questions:</p>
@@ -591,8 +589,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="better-errors-on-newer-pythons" class="callout-inner">
-<h3 class="callout-title">Better errors on newer Pythons<a class="anchor" aria-label="anchor" href="#better-errors-on-newer-pythons"></a>
-</h3>
+<h3 class="callout-title">Better errors on newer Pythons</h3>
 <div class="callout-content">
 <p>Newer versions of Python have improved error printouts. If you are
 debugging errors, it is often helpful to use the latest Python version,
@@ -600,8 +597,7 @@ <h3 class="callout-title">Better errors on newer Pythons<a class="anchor" aria-l
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="syntax-errors">Syntax Errors<a class="anchor" aria-label="anchor" href="#syntax-errors"></a>
-<a class="anchor" aria-label="anchor" href="#syntax-errors"></a></h2>
+<section><h2 class="section-heading" id="syntax-errors">Syntax Errors<a class="anchor" aria-label="anchor" href="#syntax-errors"></a></h2>
 <hr class="half-width"><p>When you forget a colon at the end of a line, accidentally add one
 space too many when indenting under an <code>if</code> statement, or
 forget a parenthesis, you will encounter a <a href="reference.html#syntax-error">syntax error</a>. This means that
@@ -664,8 +660,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="tabs-and-spaces" class="callout-inner">
-<h3 class="callout-title">Tabs and Spaces<a class="anchor" aria-label="anchor" href="#tabs-and-spaces"></a>
-</h3>
+<h3 class="callout-title">Tabs and Spaces</h3>
 <div class="callout-content">
 <p>Some indentation errors are harder to spot than others. In
 particular, mixing spaces and tabs can be difficult to spot because they
@@ -696,8 +691,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="variable-name-errors">Variable Name Errors<a class="anchor" aria-label="anchor" href="#variable-name-errors"></a>
-<a class="anchor" aria-label="anchor" href="#variable-name-errors"></a></h2>
+</section><section><h2 class="section-heading" id="variable-name-errors">Variable Name Errors<a class="anchor" aria-label="anchor" href="#variable-name-errors"></a></h2>
 <hr class="half-width"><p>Another very common type of error is called a <code>NameError</code>,
 and occurs when you try to use a variable that does not exist. For
 example:</p>
@@ -790,8 +784,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 
 NameError: name 'count' is not defined</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="index-errors">Index Errors<a class="anchor" aria-label="anchor" href="#index-errors"></a>
-<a class="anchor" aria-label="anchor" href="#index-errors"></a></h2>
+</section><section><h2 class="section-heading" id="index-errors">Index Errors<a class="anchor" aria-label="anchor" href="#index-errors"></a></h2>
 <hr class="half-width"><p>Next up are errors having to do with containers (like lists and
 strings) and the items within them. If you try to access an item in a
 list or a string that does not exist, then you will get an error. This
@@ -830,8 +823,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <p>Here, Python is telling us that there is an <code>IndexError</code>
 in our code, meaning we tried to access a list index that did not
 exist.</p>
-</section><section><h2 class="section-heading" id="file-errors">File Errors<a class="anchor" aria-label="anchor" href="#file-errors"></a>
-<a class="anchor" aria-label="anchor" href="#file-errors"></a></h2>
+</section><section><h2 class="section-heading" id="file-errors">File Errors<a class="anchor" aria-label="anchor" href="#file-errors"></a></h2>
 <hr class="half-width"><p>The last type of error we’ll cover today are those associated with
 reading and writing files: <code>FileNotFoundError</code>. If you try to
 read a file that does not exist, you will receive a
@@ -897,8 +889,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="identifying-syntax-errors" class="callout-inner">
-<h3 class="callout-title">Identifying Syntax Errors<a class="anchor" aria-label="anchor" href="#identifying-syntax-errors"></a>
-</h3>
+<h3 class="callout-title">Identifying Syntax Errors</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal"><li>Read the code below, and (without running it) try to identify what
 the errors are.</li>
@@ -944,8 +935,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="identifying-variable-name-errors" class="callout-inner">
-<h3 class="callout-title">Identifying Variable Name Errors<a class="anchor" aria-label="anchor" href="#identifying-variable-name-errors"></a>
-</h3>
+<h3 class="callout-title">Identifying Variable Name Errors</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal"><li>Read the code below, and (without running it) try to identify what
 the errors are.</li>
@@ -1001,8 +991,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="identifying-index-errors" class="callout-inner">
-<h3 class="callout-title">Identifying Index Errors<a class="anchor" aria-label="anchor" href="#identifying-index-errors"></a>
-</h3>
+<h3 class="callout-title">Identifying Index Errors</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal"><li>Read the code below, and (without running it) try to identify what
 the errors are.</li>
@@ -1042,8 +1031,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Tracebacks can look intimidating, but they give us a lot of useful
 information about what went wrong in our program, including where the
@@ -1103,7 +1091,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">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/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -1126,7 +1114,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-inflammation/09-errors.html",
   "dateCreated": "2014-11-25",
   "dateModified": "2023-04-21",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/10-defensive.html b/10-defensive.html
index da5fb7990..843f8fd7c 100644
--- a/10-defensive.html
+++ b/10-defensive.html
@@ -317,10 +317,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -340,7 +340,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -424,8 +424,7 @@ <h3 class="card-title">Objectives</h3>
 not slow it down. As in real carpentry — the kind done with lumber — the
 time saved by measuring carefully before cutting a piece of wood is much
 greater than the time that measuring takes.</p>
-<section><h2 class="section-heading" id="assertions">Assertions<a class="anchor" aria-label="anchor" href="#assertions"></a>
-<a class="anchor" aria-label="anchor" href="#assertions"></a></h2>
+<section><h2 class="section-heading" id="assertions">Assertions<a class="anchor" aria-label="anchor" href="#assertions"></a></h2>
 <hr class="half-width"><p>The first step toward getting the right answers from our programs is
 to assume that mistakes <em>will</em> happen and to guard against them.
 This is called <a href="reference.html#defensive-programming">defensive
@@ -617,8 +616,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 re-introduced an old problem) can save a lot of time in the long run,
 and helps to warn people who are reading the code (including your future
 self) that this bit is tricky.</p>
-</section><section><h2 class="section-heading" id="test-driven-development">Test-Driven Development<a class="anchor" aria-label="anchor" href="#test-driven-development"></a>
-<a class="anchor" aria-label="anchor" href="#test-driven-development"></a></h2>
+</section><section><h2 class="section-heading" id="test-driven-development">Test-Driven Development<a class="anchor" aria-label="anchor" href="#test-driven-development"></a></h2>
 <hr class="half-width"><p>An assertion checks that something is true at a particular point in
 the program. The next step is to check the overall behavior of a piece
 of code, i.e., to make sure that it produces the right output when it’s
@@ -803,8 +801,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="pre--and-post-conditions" class="callout-inner">
-<h3 class="callout-title">Pre- and Post-Conditions<a class="anchor" aria-label="anchor" href="#pre--and-post-conditions"></a>
-</h3>
+<h3 class="callout-title">Pre- and Post-Conditions</h3>
 <div class="callout-content">
 <p>Suppose you are writing a function called <code>average</code> that
 calculates the average of the numbers in a NumPy array. What
@@ -839,8 +836,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="testing-assertions" class="callout-inner">
-<h3 class="callout-title">Testing Assertions<a class="anchor" aria-label="anchor" href="#testing-assertions"></a>
-</h3>
+<h3 class="callout-title">Testing Assertions</h3>
 <div class="callout-content">
 <p>Given a sequence of a number of cars, the function
 <code>get_total_cars</code> returns the total number of cars.</p>
@@ -906,8 +902,7 @@ <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Program defensively, i.e., assume that errors are going to arise,
 and write code to detect them when they do.</li>
@@ -958,7 +953,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">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/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -981,7 +976,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-inflammation/10-defensive.html",
   "dateCreated": "2014-11-25",
   "dateModified": "2023-11-16",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/11-debugging.html b/11-debugging.html
index 26db4b548..6ddde1d78 100644
--- a/11-debugging.html
+++ b/11-debugging.html
@@ -321,10 +321,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -344,7 +344,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -417,8 +417,7 @@ <h3 class="card-title">Objectives</h3>
 testing). The more experienced a programmer is, the more systematically
 they debug, and most follow some variation on the rules explained
 below.</p>
-<section><h2 class="section-heading" id="know-what-its-supposed-to-do">Know What It’s Supposed to Do<a class="anchor" aria-label="anchor" href="#know-what-its-supposed-to-do"></a>
-<a class="anchor" aria-label="anchor" href="#know-what-its-supposed-to-do"></a></h2>
+<section><h2 class="section-heading" id="know-what-its-supposed-to-do">Know What It’s Supposed to Do<a class="anchor" aria-label="anchor" href="#know-what-its-supposed-to-do"></a></h2>
 <hr class="half-width"><p>The first step in debugging something is to <em>know what it’s
 supposed to do</em>. “My program doesn’t work” isn’t good enough: in
 order to diagnose and fix problems, we need to be able to tell correct
@@ -463,8 +462,7 @@ <h3 class="card-title">Objectives</h3>
 correctness of their code (just as we did in the <a href="02-numpy.html">opening lesson</a> of this tutorial). This should
 only be used for debugging as a last resort, though, since it’s very
 hard to compare two visualizations automatically.</p></li>
-</ol></section><section><h2 class="section-heading" id="make-it-fail-every-time">Make It Fail Every Time<a class="anchor" aria-label="anchor" href="#make-it-fail-every-time"></a>
-<a class="anchor" aria-label="anchor" href="#make-it-fail-every-time"></a></h2>
+</ol></section><section><h2 class="section-heading" id="make-it-fail-every-time">Make It Fail Every Time<a class="anchor" aria-label="anchor" href="#make-it-fail-every-time"></a></h2>
 <hr class="half-width"><p>We can only debug something when it fails, so the second step is
 always to find a test case that <em>makes it fail every time</em>. The
 “every time” part is important because few things are more frustrating
@@ -480,8 +478,7 @@ <h3 class="card-title">Objectives</h3>
 likely to happen when we’re tired, frustrated, and up against a
 deadline, which is one of the reasons late-night (or overnight) coding
 sessions are almost never worthwhile.</p>
-</section><section><h2 class="section-heading" id="make-it-fail-fast">Make It Fail Fast<a class="anchor" aria-label="anchor" href="#make-it-fail-fast"></a>
-<a class="anchor" aria-label="anchor" href="#make-it-fail-fast"></a></h2>
+</section><section><h2 class="section-heading" id="make-it-fail-fast">Make It Fail Fast<a class="anchor" aria-label="anchor" href="#make-it-fail-fast"></a></h2>
 <hr class="half-width"><p>If it takes 20 minutes for the bug to surface, we can only do three
 experiments an hour. This means that we’ll get less data in more time
 and that we’re more likely to be distracted by other things as we wait
@@ -499,8 +496,7 @@ <h3 class="card-title">Objectives</h3>
 <li><p>N things can interact in N! different ways, so every line of code
 that <em>isn’t</em> run as part of a test means more than one thing we
 don’t need to worry about.</p></li>
-</ol></section><section><h2 class="section-heading" id="change-one-thing-at-a-time-for-a-reason">Change One Thing at a Time, For a Reason<a class="anchor" aria-label="anchor" href="#change-one-thing-at-a-time-for-a-reason"></a>
-<a class="anchor" aria-label="anchor" href="#change-one-thing-at-a-time-for-a-reason"></a></h2>
+</ol></section><section><h2 class="section-heading" id="change-one-thing-at-a-time-for-a-reason">Change One Thing at a Time, For a Reason<a class="anchor" aria-label="anchor" href="#change-one-thing-at-a-time-for-a-reason"></a></h2>
 <hr class="half-width"><p>Replacing random chunks of code is unlikely to do much good. (After
 all, if you got it wrong the first time, you’ll probably get it wrong
 the second and third as well.) Good programmers therefore <em>change one
@@ -514,8 +510,7 @@ <h3 class="card-title">Objectives</h3>
 And we should re-run <em>all</em> of our tests: more than half of fixes
 made to code introduce (or re-introduce) bugs, so re-running all of our
 tests tells us whether we have regressed.</p>
-</section><section><h2 class="section-heading" id="keep-track-of-what-youve-done">Keep Track of What You’ve Done<a class="anchor" aria-label="anchor" href="#keep-track-of-what-youve-done"></a>
-<a class="anchor" aria-label="anchor" href="#keep-track-of-what-youve-done"></a></h2>
+</section><section><h2 class="section-heading" id="keep-track-of-what-youve-done">Keep Track of What You’ve Done<a class="anchor" aria-label="anchor" href="#keep-track-of-what-youve-done"></a></h2>
 <hr class="half-width"><p>Good scientists keep track of what they’ve done so that they can
 reproduce their work, and so that they don’t waste time repeating the
 same experiments or running ones whose results won’t be interesting.
@@ -534,8 +529,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="version-control-revisited" class="callout-inner">
-<h3 class="callout-title">Version Control Revisited<a class="anchor" aria-label="anchor" href="#version-control-revisited"></a>
-</h3>
+<h3 class="callout-title">Version Control Revisited</h3>
 <div class="callout-content">
 <p>Version control is often used to reset software to a known state
 during debugging, and to explore recent changes to code that might be
@@ -548,8 +542,7 @@ <h3 class="callout-title">Version Control Revisited<a class="anchor" aria-label=
 </ol></div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="be-humble">Be Humble<a class="anchor" aria-label="anchor" href="#be-humble"></a>
-<a class="anchor" aria-label="anchor" href="#be-humble"></a></h2>
+</section><section><h2 class="section-heading" id="be-humble">Be Humble<a class="anchor" aria-label="anchor" href="#be-humble"></a></h2>
 <hr class="half-width"><p>And speaking of help: if we can’t find a bug in 10 minutes, we should
 <em>be humble</em> and ask for help. Explaining the problem to someone
 else is often useful, since hearing what we’re thinking helps us spot
@@ -579,8 +572,7 @@ <h3 class="callout-title">Version Control Revisited<a class="anchor" aria-label=
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="debug-with-a-neighbor" class="callout-inner">
-<h3 class="callout-title">Debug With a Neighbor<a class="anchor" aria-label="anchor" href="#debug-with-a-neighbor"></a>
-</h3>
+<h3 class="callout-title">Debug With a Neighbor</h3>
 <div class="callout-content">
 <p>Take a function that you have written today, and introduce a tricky
 bug. Your function should still run, but will give the wrong output.
@@ -595,8 +587,7 @@ <h3 class="callout-title">Debug With a Neighbor<a class="anchor" aria-label="anc
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="not-supposed-to-be-the-same" class="callout-inner">
-<h3 class="callout-title">Not Supposed to be the Same<a class="anchor" aria-label="anchor" href="#not-supposed-to-be-the-same"></a>
-</h3>
+<h3 class="callout-title">Not Supposed to be the Same</h3>
 <div class="callout-content">
 <p>You are assisting a researcher with Python code that computes the
 Body Mass Index (BMI) of patients. The researcher is concerned because
@@ -636,7 +627,7 @@ <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="section level3">
 <h3 id="suggestions-for-debugging">Suggestions for debugging<a class="anchor" aria-label="anchor" href="#suggestions-for-debugging"></a></h3>
@@ -666,8 +657,7 @@ <h3 id="bugs-found">Bugs found<a class="anchor" aria-label="anchor" href="#bugs-
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Know what code is supposed to do <em>before</em> trying to debug
 it.</li>
@@ -715,7 +705,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">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/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -738,7 +728,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-inflammation/11-debugging.html",
   "dateCreated": "2014-11-25",
   "dateModified": "2023-04-21",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/12-cmdline.html b/12-cmdline.html
index 349205431..fd7a3f5d2 100644
--- a/12-cmdline.html
+++ b/12-cmdline.html
@@ -319,10 +319,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -342,7 +342,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -422,8 +422,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="switching-to-shell-commands" class="callout-inner">
-<h3 class="callout-title">Switching to Shell Commands<a class="anchor" aria-label="anchor" href="#switching-to-shell-commands"></a>
-</h3>
+<h3 class="callout-title">Switching to Shell Commands</h3>
 <div class="callout-content">
 <p>In this lesson we are switching from typing commands in a Python
 interpreter to typing commands in a shell terminal window (such as
@@ -472,8 +471,7 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 </ol><p>To make this work, we need to know how to handle command-line
 arguments in a program, and understand how to handle standard input.
 We’ll tackle these questions in turn below.</p>
-<section><h2 class="section-heading" id="command-line-arguments">Command-Line Arguments<a class="anchor" aria-label="anchor" href="#command-line-arguments"></a>
-<a class="anchor" aria-label="anchor" href="#command-line-arguments"></a></h2>
+<section><h2 class="section-heading" id="command-line-arguments">Command-Line Arguments<a class="anchor" aria-label="anchor" href="#command-line-arguments"></a></h2>
 <hr class="half-width"><p>We are going to create a file with our python code in, then use the
 bash shell to run the code. Using the text editor of your choice, save
 the following in a text file called <code>sys_version.py</code>:</p>
@@ -667,8 +665,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="running-versus-importing" class="callout-inner">
-<h3 class="callout-title">Running Versus Importing<a class="anchor" aria-label="anchor" href="#running-versus-importing"></a>
-</h3>
+<h3 class="callout-title">Running Versus Importing</h3>
 <div class="callout-content">
 <p>Running a Python script in bash is very similar to importing that
 file in Python. The biggest difference is that we don’t expect anything
@@ -697,8 +694,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="the-right-way-to-do-it" class="callout-inner">
-<h3 class="callout-title">The Right Way to Do It<a class="anchor" aria-label="anchor" href="#the-right-way-to-do-it"></a>
-</h3>
+<h3 class="callout-title">The Right Way to Do It</h3>
 <div class="callout-content">
 <p>If our programs can take complex parameters or multiple filenames, we
 shouldn’t handle <code>sys.argv</code> directly. Instead, we should use
@@ -713,8 +709,7 @@ <h3 class="callout-title">The Right Way to Do It<a class="anchor" aria-label="an
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="handling-multiple-files">Handling Multiple Files<a class="anchor" aria-label="anchor" href="#handling-multiple-files"></a>
-<a class="anchor" aria-label="anchor" href="#handling-multiple-files"></a></h2>
+</section><section><h2 class="section-heading" id="handling-multiple-files">Handling Multiple Files<a class="anchor" aria-label="anchor" href="#handling-multiple-files"></a></h2>
 <hr class="half-width"><p>The next step is to teach our program how to handle multiple files.
 Since 60 lines of output per file is a lot to page through, we’ll start
 by using three smaller files, each of which has three days of data for
@@ -809,8 +804,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="the-right-way-to-do-it-1" class="callout-inner">
-<h3 class="callout-title">The Right Way to Do It<a class="anchor" aria-label="anchor" href="#the-right-way-to-do-it-1"></a>
-</h3>
+<h3 class="callout-title">The Right Way to Do It</h3>
 <div class="callout-content">
 <p>At this point, we have created three versions of our script called
 <code>readings_01.py</code>, <code>readings_02.py</code>, and
@@ -821,8 +815,7 @@ <h3 class="callout-title">The Right Way to Do It<a class="anchor" aria-label="an
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="handling-command-line-flags">Handling Command-Line Flags<a class="anchor" aria-label="anchor" href="#handling-command-line-flags"></a>
-<a class="anchor" aria-label="anchor" href="#handling-command-line-flags"></a></h2>
+</section><section><h2 class="section-heading" id="handling-command-line-flags">Handling Command-Line Flags<a class="anchor" aria-label="anchor" href="#handling-command-line-flags"></a></h2>
 <hr class="half-width"><p>The next step is to teach our program to pay attention to the
 <code>--min</code>, <code>--mean</code>, and <code>--max</code> flags.
 These always appear before the names of the files, so we could do
@@ -924,8 +917,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <p>This is four lines longer than its predecessor, but broken into more
 digestible chunks of 8 and 12 lines.</p>
-</section><section><h2 class="section-heading" id="handling-standard-input">Handling Standard Input<a class="anchor" aria-label="anchor" href="#handling-standard-input"></a>
-<a class="anchor" aria-label="anchor" href="#handling-standard-input"></a></h2>
+</section><section><h2 class="section-heading" id="handling-standard-input">Handling Standard Input<a class="anchor" aria-label="anchor" href="#handling-standard-input"></a></h2>
 <hr class="half-width"><p>The next thing our program has to do is read data from standard input
 if no filenames are given so that we can put it in a pipeline, redirect
 input to it, and so on. Let’s experiment in another script called
@@ -1039,8 +1031,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="arithmetic-on-the-command-line" class="callout-inner">
-<h3 class="callout-title">Arithmetic on the Command Line<a class="anchor" aria-label="anchor" href="#arithmetic-on-the-command-line"></a>
-</h3>
+<h3 class="callout-title">Arithmetic on the Command Line</h3>
 <div class="callout-content">
 <p>Write a Python program that adds, subtracts, multiplies, or divides
 two numbers provided on the command line:</p>
@@ -1072,7 +1063,7 @@ <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 sourceCode" id="cb50">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1116,8 +1107,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="finding-particular-files" class="callout-inner">
-<h3 class="callout-title">Finding Particular Files<a class="anchor" aria-label="anchor" href="#finding-particular-files"></a>
-</h3>
+<h3 class="callout-title">Finding Particular Files</h3>
 <div class="callout-content">
 <p>Using the <code>glob</code> module introduced <a href="06-files.html">earlier</a>, write a simple version of
 <code>ls</code> that shows files in the current directory with a
@@ -1142,7 +1132,7 @@ <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">
 <div class="codewrapper sourceCode" id="cb53">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1171,8 +1161,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="changing-flags" class="callout-inner">
-<h3 class="callout-title">Changing Flags<a class="anchor" aria-label="anchor" href="#changing-flags"></a>
-</h3>
+<h3 class="callout-title">Changing Flags</h3>
 <div class="callout-content">
 <p>Rewrite <code>readings.py</code> so that it uses <code>-n</code>,
 <code>-m</code>, and <code>-x</code> instead of <code>--min</code>,
@@ -1186,7 +1175,7 @@ <h3 class="callout-title">Changing Flags<a class="anchor" aria-label="anchor" hr
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb54">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1231,8 +1220,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="adding-a-help-message" class="callout-inner">
-<h3 class="callout-title">Adding a Help Message<a class="anchor" aria-label="anchor" href="#adding-a-help-message"></a>
-</h3>
+<h3 class="callout-title">Adding a Help Message</h3>
 <div class="callout-content">
 <p>Separately, modify <code>readings.py</code> so that if no parameters
 are given (i.e., no action is specified and no filenames are given), it
@@ -1245,7 +1233,7 @@ <h3 class="callout-title">Adding a Help Message<a class="anchor" aria-label="anc
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" 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="cb55">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1300,8 +1288,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="adding-a-default-action" class="callout-inner">
-<h3 class="callout-title">Adding a Default Action<a class="anchor" aria-label="anchor" href="#adding-a-default-action"></a>
-</h3>
+<h3 class="callout-title">Adding a Default Action</h3>
 <div class="callout-content">
 <p>Separately, modify <code>readings.py</code> so that if no action is
 given it displays the means of the data.</p>
@@ -1313,7 +1300,7 @@ <h3 class="callout-title">Adding a Default Action<a class="anchor" aria-label="a
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" 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 sourceCode" id="cb56">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1361,8 +1348,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="a-file-checker" class="callout-inner">
-<h3 class="callout-title">A File-Checker<a class="anchor" aria-label="anchor" href="#a-file-checker"></a>
-</h3>
+<h3 class="callout-title">A File-Checker</h3>
 <div class="callout-content">
 <p>Write a program called <code>check.py</code> that takes the names of
 one or more inflammation data files as arguments and checks that all the
@@ -1376,7 +1362,7 @@ <h3 class="callout-title">A File-Checker<a class="anchor" aria-label="anchor" hr
 <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">
 <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>
@@ -1421,8 +1407,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="counting-lines" class="callout-inner">
-<h3 class="callout-title">Counting Lines<a class="anchor" aria-label="anchor" href="#counting-lines"></a>
-</h3>
+<h3 class="callout-title">Counting Lines</h3>
 <div class="callout-content">
 <p>Write a program called <code>line_count.py</code> that works like the
 Unix <code>wc</code> command:</p>
@@ -1438,7 +1423,7 @@ <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>
@@ -1486,8 +1471,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="generate-an-error-message" class="callout-inner">
-<h3 class="callout-title">Generate an Error Message<a class="anchor" aria-label="anchor" href="#generate-an-error-message"></a>
-</h3>
+<h3 class="callout-title">Generate an Error Message</h3>
 <div class="callout-content">
 <p>Write a program called <code>check_arguments.py</code> that prints
 usage then exits the program if no arguments are provided. (Hint: You
@@ -1520,8 +1504,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>The <code>sys</code> library connects a Python program to the system
 it is running on.</li>
@@ -1569,7 +1552,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">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/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -1592,7 +1575,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-inflammation/12-cmdline.html",
   "dateCreated": "2014-11-25",
   "dateModified": "2023-11-10",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/404.html b/404.html
index dd8cf9af2..67187f60d 100644
--- a/404.html
+++ b/404.html
@@ -332,10 +332,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -356,7 +356,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="https://swcarpentry.github.io/python-novice-inflammation/aio.html" class="external-link">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="https://swcarpentry.github.io/python-novice-inflammation/aio.html" class="external-link">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -373,8 +373,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
     <main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Page not found</h1>
         
-<section><h2 class="section-heading" id="our-apologies">Our apologies!<a class="anchor" aria-label="anchor" href="#our-apologies"></a>
-<a class="anchor" aria-label="anchor" href="#our-apologies"></a></h2>
+<section><h2 class="section-heading" id="our-apologies">Our apologies!<a class="anchor" aria-label="anchor" href="#our-apologies"></a></h2>
 <hr class="half-width"><p>We cannot seem to find the page you are looking for. Here are some
 tips that may help:</p>
 <ol style="list-style-type: decimal"><li>try going back to the <a href="javascript:history.back()">previous
@@ -409,7 +408,7 @@ <h1>Page not found</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">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/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -431,8 +430,8 @@ <h1>Page not found</h1>
   "url": "https://swcarpentry.github.io/python-novice-inflammation/404.html",
   "identifier": "https://swcarpentry.github.io/python-novice-inflammation/404.html",
   "dateCreated": "2014-11-25",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
+  "dateModified": "2024-08-27",
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index d4bf90e57..cb9f2eb2b 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -305,10 +305,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -328,7 +328,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -416,7 +416,7 @@ <h1>Contributor Code of Conduct</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">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/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -439,7 +439,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://swcarpentry.github.io/python-novice-inflammation/CODE_OF_CONDUCT.html",
   "dateCreated": "2014-11-25",
   "dateModified": "2023-04-21",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index b7e2ae928..08a246810 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -305,10 +305,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -328,7 +328,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -371,8 +371,7 @@ <h1>Licenses</h1>
 
         
 
-<section><h2 class="section-heading" id="instructional-material">Instructional Material<a class="anchor" aria-label="anchor" href="#instructional-material"></a>
-<a class="anchor" aria-label="anchor" href="#instructional-material"></a></h2>
+<section><h2 class="section-heading" id="instructional-material">Instructional Material<a class="anchor" aria-label="anchor" href="#instructional-material"></a></h2>
 <hr class="half-width"><p>All Carpentries (Software Carpentry, Data Carpentry, and Library
 Carpentry) instructional material is made available under the <a href="https://creativecommons.org/licenses/by/4.0/" class="external-link">Creative Commons
 Attribution license</a>. The following is a human-readable summary of
@@ -405,8 +404,7 @@ <h1>Licenses</h1>
 permissions necessary for your intended use. For example, other rights
 such as publicity, privacy, or moral rights may limit how you use the
 material.</li>
-</ul></section><section><h2 class="section-heading" id="software">Software<a class="anchor" aria-label="anchor" href="#software"></a>
-<a class="anchor" aria-label="anchor" href="#software"></a></h2>
+</ul></section><section><h2 class="section-heading" id="software">Software<a class="anchor" aria-label="anchor" href="#software"></a></h2>
 <hr class="half-width"><p>Except where otherwise noted, the example programs and other software
 provided by The Carpentries are made available under the <a href="https://opensource.org" class="external-link">OSI</a>-approved <a href="https://opensource.org/licenses/mit-license.html" class="external-link">MIT
 license</a>.</p>
@@ -426,8 +424,7 @@ <h1>Licenses</h1>
 CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT,
 TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE
 SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.</p>
-</section><section><h2 class="section-heading" id="trademark">Trademark<a class="anchor" aria-label="anchor" href="#trademark"></a>
-<a class="anchor" aria-label="anchor" href="#trademark"></a></h2>
+</section><section><h2 class="section-heading" id="trademark">Trademark<a class="anchor" aria-label="anchor" href="#trademark"></a></h2>
 <hr class="half-width"><p>“The Carpentries”, “Software Carpentry”, “Data Carpentry”, and
 “Library Carpentry” and their respective logos are registered trademarks
 of <a href="https://communityin.org/" class="external-link">Community Initiatives</a>.</p>
@@ -467,7 +464,7 @@ <h1>Licenses</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">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/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -490,7 +487,7 @@ <h1>Licenses</h1>
   "identifier": "https://swcarpentry.github.io/python-novice-inflammation/LICENSE.html",
   "dateCreated": "2014-11-25",
   "dateModified": "2023-04-21",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/additional_material.html b/additional_material.html
index 9cef600b4..b407383a1 100644
--- a/additional_material.html
+++ b/additional_material.html
@@ -305,10 +305,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
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@@ -328,7 +328,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -374,8 +374,7 @@ <h1>Additional material</h1>
 <p>A collection of facts about Python that do not fit into the main
 lesson either due to the scope or time constraints of the main
 lesson.</p>
-<section><h2 class="section-heading" id="jupyter-notebookipython-whos-who-in-memory">Jupyter Notebook/IPython: Who’s Who in Memory<a class="anchor" aria-label="anchor" href="#jupyter-notebookipython-whos-who-in-memory"></a>
-<a class="anchor" aria-label="anchor" href="#jupyter-notebookipython-whos-who-in-memory"></a></h2>
+<section><h2 class="section-heading" id="jupyter-notebookipython-whos-who-in-memory">Jupyter Notebook/IPython: Who’s Who in Memory<a class="anchor" aria-label="anchor" href="#jupyter-notebookipython-whos-who-in-memory"></a></h2>
 <hr class="half-width"><p>You can use the <code>%whos</code> command at any time to see what
 variables you have created and what modules you have loaded into the
 computer’s memory. As this is an IPython command, it will only work if
@@ -518,7 +517,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -541,7 +540,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
   "identifier": "https://swcarpentry.github.io/python-novice-inflammation/additional_material.html",
   "dateCreated": "2014-11-25",
   "dateModified": "2023-04-21",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index 7fd5865d1..d8531a0fb 100644
--- a/aio.html
+++ b/aio.html
@@ -381,10 +381,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
             </div>
 
             <hr class="half-width">
-<div class="accordion accordion-flush resources" id="accordionFlush12">
+<div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
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@@ -407,7 +407,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources">
+            <hr class="half-width lesson-resources">
 <a href="aio.html">See all in one page</a>
 
 
@@ -469,7 +469,6 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="variables">Variables<a class="anchor" aria-label="anchor" href="#variables"></a>
-<a class="anchor" aria-label="anchor" href="#variables"></a>
 </h2>
 <hr class="half-width">
 <p>Any Python interpreter can be used as a calculator:</p>
@@ -512,7 +511,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <code>weight</code> and <code>Weight</code> are different
 variables</li>
 </ul></section><section><h2 class="section-heading" id="types-of-data">Types of data<a class="anchor" aria-label="anchor" href="#types-of-data"></a>
-<a class="anchor" aria-label="anchor" href="#types-of-data"></a>
 </h2>
 <hr class="half-width">
 <p>Python knows various types of data. Three common ones are:</p>
@@ -538,7 +536,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb5-1"><a href="#cb5-1" tabindex="-1"></a>patient_id <span class="op">=</span> <span class="st">'001'</span></span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="using-variables-in-python">Using Variables in Python<a class="anchor" aria-label="anchor" href="#using-variables-in-python"></a>
-<a class="anchor" aria-label="anchor" href="#using-variables-in-python"></a>
 </h2>
 <hr class="half-width">
 <p>Once we have data stored with variable names, we can make use of it
@@ -556,7 +553,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb7-1"><a href="#cb7-1" tabindex="-1"></a>patient_id <span class="op">=</span> <span class="st">'inflam_'</span> <span class="op">+</span> patient_id</span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="built-in-python-functions">Built-in Python functions<a class="anchor" aria-label="anchor" href="#built-in-python-functions"></a>
-<a class="anchor" aria-label="anchor" href="#built-in-python-functions"></a>
 </h2>
 <hr class="half-width">
 <p>To carry out common tasks with data and variables in Python, the
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 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="variables-as-sticky-notes" class="callout-inner">
-<h3 class="callout-title">Variables as Sticky Notes<a class="anchor" aria-label="anchor" href="#variables-as-sticky-notes"></a>
-</h3>
+<h3 class="callout-title">Variables as Sticky Notes</h3>
 <div class="callout-content">
 <p>A variable in Python is analogous to a sticky note with a name
 written on it: assigning a value to a variable is like putting that
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 <div id="check-your-understanding" class="callout-inner">
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+<h3 class="callout-title">Check Your Understanding</h3>
 <div class="callout-content">
 <p>What values do the variables <code>mass</code> and <code>age</code>
 have after each of the following statements? Test your answer by
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 </button>
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 <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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 </div>
 <div id="sorting-out-references" class="callout-inner">
-<h3 class="callout-title">Sorting Out References<a class="anchor" aria-label="anchor" href="#sorting-out-references"></a>
-</h3>
+<h3 class="callout-title">Sorting Out References</h3>
 <div class="callout-content">
 <p>Python allows you to assign multiple values to multiple variables in
 one line by separating the variables and values with commas. What does
@@ -767,7 +760,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
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 <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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 </div>
 <div id="seeing-data-types" class="callout-inner">
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-</h3>
+<h3 class="callout-title">Seeing Data Types</h3>
 <div class="callout-content">
 <p>What are the data types of the following variables?</p>
 <div class="codewrapper sourceCode" id="cb28">
@@ -802,7 +794,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Basic data types in Python include integers, strings, and
@@ -889,7 +880,6 @@ <h3 class="card-title">Objectives</h3>
 units live in <a href="reference.html#library">libraries</a> that can be
 called upon when needed.</p>
 <section><h2 class="section-heading" id="loading-data-into-python">Loading data into Python<a class="anchor" aria-label="anchor" href="#loading-data-into-python"></a>
-<a class="anchor" aria-label="anchor" href="#loading-data-into-python"></a>
 </h2>
 <hr class="half-width">
 <p>To begin processing the clinical trial inflammation data, we need to
@@ -1003,8 +993,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="data-type" class="callout-inner">
-<h3 class="callout-title">Data Type<a class="anchor" aria-label="anchor" href="#data-type"></a>
-</h3>
+<h3 class="callout-title">Data Type</h3>
 <div class="callout-content">
 <p>A Numpy array contains one or more elements of the same type. The
 <code>type</code> function will only tell you that a variable is a NumPy
@@ -1091,8 +1080,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="in-the-corner" class="callout-inner">
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-</h3>
+<h3 class="callout-title">In the Corner</h3>
 <div class="callout-content">
 <p>What may also surprise you is that when Python displays an array, it
 shows the element with index <code>[0, 0]</code> in the upper left
@@ -1104,7 +1092,6 @@ <h3 class="callout-title">In the Corner<a class="anchor" aria-label="anchor" hre
 </div>
 </div>
 </section><section><h2 class="section-heading" id="slicing-data">Slicing data<a class="anchor" aria-label="anchor" href="#slicing-data"></a>
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 </h2>
 <hr class="half-width">
 <p>An index like <code>[30, 20]</code> selects a single element of an
@@ -1167,7 +1154,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
  [ 2.  2.  1.  1.]]</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="analyzing-data">Analyzing data<a class="anchor" aria-label="anchor" href="#analyzing-data"></a>
-<a class="anchor" aria-label="anchor" href="#analyzing-data"></a>
 </h2>
 <hr class="half-width">
 <p>NumPy has several useful functions that take an array as input to
@@ -1191,8 +1177,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="not-all-functions-have-input" class="callout-inner">
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-</h3>
+<h3 class="callout-title">Not All Functions Have Input</h3>
 <div class="callout-content">
 <p>Generally, a function uses inputs to produce outputs. However, some
 functions produce outputs without needing any input. For example,
@@ -1242,8 +1227,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="mystery-functions-in-ipython" class="callout-inner">
-<h3 class="callout-title">Mystery Functions in IPython<a class="anchor" aria-label="anchor" href="#mystery-functions-in-ipython"></a>
-</h3>
+<h3 class="callout-title">Mystery Functions in IPython</h3>
 <div class="callout-content">
 <p>How did we know what functions NumPy has and how to use them? If you
 are working in IPython or in a Jupyter Notebook, there is an easy way to
@@ -1268,8 +1252,7 @@ <h3 class="callout-title">Mystery Functions in IPython<a class="anchor" aria-lab
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="confusing-function-names" class="callout-inner">
-<h3 class="callout-title">Confusing Function Names<a class="anchor" aria-label="anchor" href="#confusing-function-names"></a>
-</h3>
+<h3 class="callout-title">Confusing Function Names</h3>
 <div class="callout-content">
 <p>One might wonder why the functions are called <code>amax</code> and
 <code>amin</code> and not <code>max</code> and <code>min</code> or why
@@ -1375,8 +1358,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="slicing-strings" class="callout-inner">
-<h3 class="callout-title">Slicing Strings<a class="anchor" aria-label="anchor" href="#slicing-strings"></a>
-</h3>
+<h3 class="callout-title">Slicing Strings</h3>
 <div class="callout-content">
 <p>A section of an array is called a <a href="reference.html#slice">slice</a>. We can take slices of character
 strings as well:</p>
@@ -1421,7 +1403,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="slicing-strings" class="callout-inner">
-<h3 class="callout-title">Slicing Strings<em> (continued)</em><a class="anchor" aria-label="anchor" href="#slicing-strings"></a>
+<h3 class="callout-title">Slicing Strings<em> (continued)</em>
 </h3>
 <div class="callout-content">
 <p>What is <code>element[-1]</code>? What is
@@ -1451,7 +1433,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="slicing-strings" class="callout-inner">
-<h3 class="callout-title">Slicing Strings<em> (continued)</em><a class="anchor" aria-label="anchor" href="#slicing-strings"></a>
+<h3 class="callout-title">Slicing Strings<em> (continued)</em>
 </h3>
 <div class="callout-content">
 <p>Given those answers, explain what <code>element[1:-1]</code>
@@ -1477,7 +1459,7 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="slicing-strings" class="callout-inner">
-<h3 class="callout-title">Slicing Strings<em> (continued)</em><a class="anchor" aria-label="anchor" href="#slicing-strings"></a>
+<h3 class="callout-title">Slicing Strings<em> (continued)</em>
 </h3>
 <div class="callout-content">
 <p>How can we rewrite the slice for getting the last three characters of
@@ -1524,8 +1506,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="thin-slices" class="callout-inner">
-<h3 class="callout-title">Thin Slices<a class="anchor" aria-label="anchor" href="#thin-slices"></a>
-</h3>
+<h3 class="callout-title">Thin Slices</h3>
 <div class="callout-content">
 <p>The expression <code>element[3:3]</code> produces an <a href="reference.html#empty-string">empty string</a>, i.e., a string that
 contains no characters. If <code>data</code> holds our array of patient
@@ -1556,8 +1537,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="stacking-arrays" class="callout-inner">
-<h3 class="callout-title">Stacking Arrays<a class="anchor" aria-label="anchor" href="#stacking-arrays"></a>
-</h3>
+<h3 class="callout-title">Stacking Arrays</h3>
 <div class="callout-content">
 <p>Arrays can be concatenated and stacked on top of one another, using
 NumPy’s <code>vstack</code> and <code>hstack</code> functions for
@@ -1670,8 +1650,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="change-in-inflammation" class="callout-inner">
-<h3 class="callout-title">Change In Inflammation<a class="anchor" aria-label="anchor" href="#change-in-inflammation"></a>
-</h3>
+<h3 class="callout-title">Change In Inflammation</h3>
 <div class="callout-content">
 <p>The patient data is <em>longitudinal</em> in the sense that each row
 represents a series of observations relating to one individual. This
@@ -1746,7 +1725,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <div id="change-in-inflammation" class="callout-inner">
 <h3 class="callout-title">Change In Inflammation<em>
-(continued)</em><a class="anchor" aria-label="anchor" href="#change-in-inflammation"></a>
+(continued)</em>
 </h3>
 <div class="callout-content">
 <p>If the shape of an individual data file is <code>(60, 40)</code> (60
@@ -1774,7 +1753,7 @@ <h4 class="accordion-header" id="headingSolution9"> Show me the solution </h4>
 </div>
 <div id="change-in-inflammation" class="callout-inner">
 <h3 class="callout-title">Change In Inflammation<em>
-(continued)</em><a class="anchor" aria-label="anchor" href="#change-in-inflammation"></a>
+(continued)</em>
 </h3>
 <div class="callout-content">
 <p>How would you find the largest change in inflammation for each
@@ -1839,8 +1818,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Import a library into a program using
@@ -1901,7 +1879,6 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="visualizing-data">Visualizing data<a class="anchor" aria-label="anchor" href="#visualizing-data"></a>
-<a class="anchor" aria-label="anchor" href="#visualizing-data"></a>
 </h2>
 <hr class="half-width">
 <p>The mathematician Richard Hamming once said, “The purpose of
@@ -1919,8 +1896,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="check"></i>
 </div>
 <div id="episode-prerequisites" class="callout-inner">
-<h3 class="callout-title">Episode Prerequisites<a class="anchor" aria-label="anchor" href="#episode-prerequisites"></a>
-</h3>
+<h3 class="callout-title">Episode Prerequisites</h3>
 <div class="callout-content">
 <p>If you are continuing in the same notebook from the previous episode,
 you already have a <code>data</code> variable and have imported
@@ -2052,8 +2028,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="importing-libraries-with-shortcuts" class="callout-inner">
-<h3 class="callout-title">Importing libraries with shortcuts<a class="anchor" aria-label="anchor" href="#importing-libraries-with-shortcuts"></a>
-</h3>
+<h3 class="callout-title">Importing libraries with shortcuts</h3>
 <div class="callout-content">
 <p>In this lesson we use the <code>import matplotlib.pyplot</code> <a href="reference.html#syntax">syntax</a> to import the
 <code>pyplot</code> module of <code>matplotlib</code>. However,
@@ -2084,8 +2059,7 @@ <h3 class="callout-title">Importing libraries with shortcuts<a class="anchor" ar
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="plot-scaling" class="callout-inner">
-<h3 class="callout-title">Plot Scaling<a class="anchor" aria-label="anchor" href="#plot-scaling"></a>
-</h3>
+<h3 class="callout-title">Plot Scaling</h3>
 <div class="callout-content">
 <p>Why do all of our plots stop just short of the upper end of our
 graph?</p>
@@ -2110,7 +2084,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="plot-scaling" class="callout-inner">
-<h3 class="callout-title">Plot Scaling<em> (continued)</em><a class="anchor" aria-label="anchor" href="#plot-scaling"></a>
+<h3 class="callout-title">Plot Scaling<em> (continued)</em>
 </h3>
 <div class="callout-content">
 <p>If we want to change this, we can use the
@@ -2170,8 +2144,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="drawing-straight-lines" class="callout-inner">
-<h3 class="callout-title">Drawing Straight Lines<a class="anchor" aria-label="anchor" href="#drawing-straight-lines"></a>
-</h3>
+<h3 class="callout-title">Drawing Straight Lines</h3>
 <div class="callout-content">
 <p>In the center and right subplots above, we expect all lines to look
 like step functions because non-integer value are not realistic for the
@@ -2228,8 +2201,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="make-your-own-plot" class="callout-inner">
-<h3 class="callout-title">Make Your Own Plot<a class="anchor" aria-label="anchor" href="#make-your-own-plot"></a>
-</h3>
+<h3 class="callout-title">Make Your Own Plot</h3>
 <div class="callout-content">
 <p>Create a plot showing the standard deviation (<code>numpy.std</code>)
 of the inflammation data for each day across all patients.</p>
@@ -2258,8 +2230,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="moving-plots-around" class="callout-inner">
-<h3 class="callout-title">Moving Plots Around<a class="anchor" aria-label="anchor" href="#moving-plots-around"></a>
-</h3>
+<h3 class="callout-title">Moving Plots Around</h3>
 <div class="callout-content">
 <p>Modify the program to display the three plots on top of one another
 instead of side by side.</p>
@@ -2311,8 +2282,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Use the <code>pyplot</code> module from the <code>matplotlib</code>
@@ -2373,7 +2343,6 @@ <h3 class="card-title">Objectives</h3>
 together. In this episode, we will learn how to store multiple values in
 a list as well as how to work with lists.</p>
 <section><h2 class="section-heading" id="python-lists">Python lists<a class="anchor" aria-label="anchor" href="#python-lists"></a>
-<a class="anchor" aria-label="anchor" href="#python-lists"></a>
 </h2>
 <hr class="half-width">
 <p>Unlike NumPy arrays, lists are built into the language so we do not
@@ -2453,8 +2422,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="ch-ch-ch-ch-changes" class="callout-inner">
-<h3 class="callout-title">Ch-Ch-Ch-Ch-Changes<a class="anchor" aria-label="anchor" href="#ch-ch-ch-ch-changes"></a>
-</h3>
+<h3 class="callout-title">Ch-Ch-Ch-Ch-Changes</h3>
 <div class="callout-content">
 <p>Data which can be modified in place is called <a href="reference.html#mutable">mutable</a>, while data which cannot be
 modified is called <a href="reference.html#immutable">immutable</a>.
@@ -2516,8 +2484,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="nested-lists" class="callout-inner">
-<h3 class="callout-title">Nested Lists<a class="anchor" aria-label="anchor" href="#nested-lists"></a>
-</h3>
+<h3 class="callout-title">Nested Lists</h3>
 <div class="callout-content">
 <p>Since a list can contain any Python variables, it can even contain
 other lists.</p>
@@ -2588,8 +2555,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="heterogeneous-lists" class="callout-inner">
-<h3 class="callout-title">Heterogeneous Lists<a class="anchor" aria-label="anchor" href="#heterogeneous-lists"></a>
-</h3>
+<h3 class="callout-title">Heterogeneous Lists</h3>
 <div class="callout-content">
 <p>Lists in Python can contain elements of different types. Example:</p>
 <div class="codewrapper sourceCode" id="cb22">
@@ -2711,8 +2677,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="slicing-from-the-end" class="callout-inner">
-<h3 class="callout-title">Slicing From the End<a class="anchor" aria-label="anchor" href="#slicing-from-the-end"></a>
-</h3>
+<h3 class="callout-title">Slicing From the End</h3>
 <div class="callout-content">
 <p>Use slicing to access only the last four characters of a string or
 entries of a list.</p>
@@ -2745,7 +2710,7 @@ <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>
@@ -2764,8 +2729,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="non-continuous-slices" class="callout-inner">
-<h3 class="callout-title">Non-Continuous Slices<a class="anchor" aria-label="anchor" href="#non-continuous-slices"></a>
-</h3>
+<h3 class="callout-title">Non-Continuous Slices</h3>
 <div class="callout-content">
 <p>So far we’ve seen how to use slicing to take single blocks of
 successive entries from a sequence. But what if we want to take a subset
@@ -2826,7 +2790,7 @@ <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>
@@ -2889,8 +2853,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="overloading" class="callout-inner">
-<h3 class="callout-title">Overloading<a class="anchor" aria-label="anchor" href="#overloading"></a>
-</h3>
+<h3 class="callout-title">Overloading</h3>
 <div class="callout-content">
 <p><code>+</code> usually means addition, but when used on strings or
 lists, it means “concatenate”. Given that, what do you think the
@@ -2920,7 +2883,7 @@ <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>
@@ -2944,8 +2907,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>
@@ -3144,8 +3106,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="whats-in-a-name" class="callout-inner">
-<h3 class="callout-title">What’s in a name?<a class="anchor" aria-label="anchor" href="#whats-in-a-name"></a>
-</h3>
+<h3 class="callout-title">What’s in a name?</h3>
 <div class="callout-content">
 <p>In the example above, the loop variable was given the name
 <code>num</code> as a mnemonic; it is short for ‘number’. We can choose
@@ -3243,8 +3204,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="from-1-to-n" class="callout-inner">
-<h3 class="callout-title">From 1 to N<a class="anchor" aria-label="anchor" href="#from-1-to-n"></a>
-</h3>
+<h3 class="callout-title">From 1 to N</h3>
 <div class="callout-content">
 <p>Python has a built-in function called <code>range</code> that
 generates a sequence of numbers. <code>range</code> can accept 1, 2, or
@@ -3278,7 +3238,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb21">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -3295,8 +3255,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="understanding-the-loops" class="callout-inner">
-<h3 class="callout-title">Understanding the loops<a class="anchor" aria-label="anchor" href="#understanding-the-loops"></a>
-</h3>
+<h3 class="callout-title">Understanding the loops</h3>
 <div class="callout-content">
 <p>Given the following loop:</p>
 <div class="codewrapper sourceCode" id="cb22">
@@ -3321,7 +3280,7 @@ <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>The body of the loop is executed 6 times.</p>
 </div>
@@ -3333,8 +3292,7 @@ <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="computing-powers-with-loops" class="callout-inner">
-<h3 class="callout-title">Computing Powers With Loops<a class="anchor" aria-label="anchor" href="#computing-powers-with-loops"></a>
-</h3>
+<h3 class="callout-title">Computing Powers With Loops</h3>
 <div class="callout-content">
 <p>Exponentiation is built into Python:</p>
 <div class="codewrapper sourceCode" id="cb23">
@@ -3357,7 +3315,7 @@ <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="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb25">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -3376,8 +3334,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="summing-a-list" class="callout-inner">
-<h3 class="callout-title">Summing a list<a class="anchor" aria-label="anchor" href="#summing-a-list"></a>
-</h3>
+<h3 class="callout-title">Summing a list</h3>
 <div class="callout-content">
 <p>Write a loop that calculates the sum of elements in a list by adding
 each element and printing the final value, so
@@ -3390,7 +3347,7 @@ <h3 class="callout-title">Summing a list<a class="anchor" aria-label="anchor" hr
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb26">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -3410,8 +3367,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="computing-the-value-of-a-polynomial" class="callout-inner">
-<h3 class="callout-title">Computing the Value of a Polynomial<a class="anchor" aria-label="anchor" href="#computing-the-value-of-a-polynomial"></a>
-</h3>
+<h3 class="callout-title">Computing the Value of a Polynomial</h3>
 <div class="callout-content">
 <p>The built-in function <code>enumerate</code> takes a sequence (e.g. a
 <a href="04-lists.html">list</a>) and generates a new sequence of the
@@ -3453,7 +3409,7 @@ <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="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb30">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -3471,8 +3427,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Use <code>for variable in sequence</code> to process the elements of
@@ -3623,8 +3578,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="plotting-differences" class="callout-inner">
-<h3 class="callout-title">Plotting Differences<a class="anchor" aria-label="anchor" href="#plotting-differences"></a>
-</h3>
+<h3 class="callout-title">Plotting Differences</h3>
 <div class="callout-content">
 <p>Plot the difference between the average inflammations reported in the
 first and second datasets (stored in <code>inflammation-01.csv</code>
@@ -3638,7 +3592,7 @@ <h3 class="callout-title">Plotting Differences<a class="anchor" aria-label="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb8">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -3669,8 +3623,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="generate-composite-statistics" class="callout-inner">
-<h3 class="callout-title">Generate Composite Statistics<a class="anchor" aria-label="anchor" href="#generate-composite-statistics"></a>
-</h3>
+<h3 class="callout-title">Generate Composite Statistics</h3>
 <div class="callout-content">
 <p>Use each of the files once to generate a dataset containing values
 averaged over all patients by completing the code inside the loop given
@@ -3696,7 +3649,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb10">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -3773,8 +3726,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Use <code>glob.glob(pattern)</code> to create a list of files whose
@@ -3826,7 +3778,6 @@ <h3 class="card-title">Objectives</h3>
 different action for each? In this lesson, we’ll learn how to write code
 that runs only when certain conditions are true.</p>
 <section><h2 class="section-heading" id="conditionals">Conditionals<a class="anchor" aria-label="anchor" href="#conditionals"></a>
-<a class="anchor" aria-label="anchor" href="#conditionals"></a>
 </h2>
 <hr class="half-width">
 <p>We can ask Python to take different actions, depending on a
@@ -3901,8 +3852,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="comparing-in-python" class="callout-inner">
-<h3 class="callout-title">Comparing in Python<a class="anchor" aria-label="anchor" href="#comparing-in-python"></a>
-</h3>
+<h3 class="callout-title">Comparing in Python</h3>
 <div class="callout-content">
 <p>Along with the <code>&gt;</code> and <code>==</code> operators we
 have already used for comparing values in our conditionals, there are a
@@ -3957,7 +3907,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <div id="true-and-false" class="callout-inner">
 <h3 class="callout-title">
-<code>True</code> and <code>False</code><a class="anchor" aria-label="anchor" href="#true-and-false"></a>
+<code>True</code> and <code>False</code>
 </h3>
 <div class="callout-content">
 <p><code>True</code> and <code>False</code> are special words in Python
@@ -3968,7 +3918,6 @@ <h3 class="callout-title">
 </div>
 </div>
 </section><section><h2 class="section-heading" id="checking-our-data">Checking our Data<a class="anchor" aria-label="anchor" href="#checking-our-data"></a>
-<a class="anchor" aria-label="anchor" href="#checking-our-data"></a>
 </h2>
 <hr class="half-width">
 <p>Now that we’ve seen how conditionals work, we can use them to check
@@ -4067,8 +4016,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="how-many-paths" class="callout-inner">
-<h3 class="callout-title">How Many Paths?<a class="anchor" aria-label="anchor" href="#how-many-paths"></a>
-</h3>
+<h3 class="callout-title">How Many Paths?</h3>
 <div class="callout-content">
 <p>Consider this code:</p>
 <div class="codewrapper sourceCode" id="cb19">
@@ -4117,8 +4065,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="what-is-truth" class="callout-inner">
-<h3 class="callout-title">What Is Truth?<a class="anchor" aria-label="anchor" href="#what-is-truth"></a>
-</h3>
+<h3 class="callout-title">What Is Truth?</h3>
 <div class="callout-content">
 <p><code>True</code> and <code>False</code> booleans are not the only
 values in Python that are true and false. In fact, <em>any</em> value
@@ -4149,8 +4096,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="thats-not-not-what-i-meant" class="callout-inner">
-<h3 class="callout-title">That’s Not Not What I Meant<a class="anchor" aria-label="anchor" href="#thats-not-not-what-i-meant"></a>
-</h3>
+<h3 class="callout-title">That’s Not Not What I Meant</h3>
 <div class="callout-content">
 <p>Sometimes it is useful to check whether some condition is not true.
 The Boolean operator <code>not</code> can do this explicitly. After
@@ -4175,8 +4121,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="close-enough" class="callout-inner">
-<h3 class="callout-title">Close Enough<a class="anchor" aria-label="anchor" href="#close-enough"></a>
-</h3>
+<h3 class="callout-title">Close Enough</h3>
 <div class="callout-content">
 <p>Write some conditions that print <code>True</code> if the variable
 <code>a</code> is within 10% of the variable <code>b</code> and
@@ -4255,8 +4200,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="in-place-operators" class="callout-inner">
-<h3 class="callout-title">In-Place Operators<a class="anchor" aria-label="anchor" href="#in-place-operators"></a>
-</h3>
+<h3 class="callout-title">In-Place Operators</h3>
 <div class="callout-content">
 <p>Python (and most other languages in the C family) provides <a href="reference.html#in-place-operators">in-place operators</a> that
 work like this:</p>
@@ -4314,8 +4258,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="sorting-a-list-into-buckets" class="callout-inner">
-<h3 class="callout-title">Sorting a List Into Buckets<a class="anchor" aria-label="anchor" href="#sorting-a-list-into-buckets"></a>
-</h3>
+<h3 class="callout-title">Sorting a List Into Buckets</h3>
 <div class="callout-content">
 <p>In our <code>data</code> folder, large data sets are stored in files
 whose names start with “inflammation-” and small data sets – in files
@@ -4409,8 +4352,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="counting-vowels" class="callout-inner">
-<h3 class="callout-title">Counting Vowels<a class="anchor" aria-label="anchor" href="#counting-vowels"></a>
-</h3>
+<h3 class="callout-title">Counting Vowels</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal">
 <li>Write a loop that counts the number of vowels in a character
@@ -4451,8 +4393,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Use <code>if condition</code> to start a conditional statement,
@@ -4596,7 +4537,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <p>We’ve successfully called the function that we defined, and we have
 access to the value that we returned.</p>
 <section><h2 class="section-heading" id="composing-functions">Composing Functions<a class="anchor" aria-label="anchor" href="#composing-functions"></a>
-<a class="anchor" aria-label="anchor" href="#composing-functions"></a>
 </h2>
 <hr class="half-width">
 <p>Now that we’ve seen how to turn Fahrenheit into Celsius, we can also
@@ -4639,7 +4579,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 shouldn’t ever be much longer than that, or the next person who reads it
 won’t be able to understand what’s going on.</p>
 </section><section><h2 class="section-heading" id="variable-scope">Variable Scope<a class="anchor" aria-label="anchor" href="#variable-scope"></a>
-<a class="anchor" aria-label="anchor" href="#variable-scope"></a>
 </h2>
 <hr class="half-width">
 <p>In composing our temperature conversion functions, we created
@@ -4700,7 +4639,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 temperature in Kelvin was: 373.15</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="tidying-up">Tidying up<a class="anchor" aria-label="anchor" href="#tidying-up"></a>
-<a class="anchor" aria-label="anchor" href="#tidying-up"></a>
 </h2>
 <hr class="half-width">
 <p>Now that we know how to wrap bits of code up in functions, we can
@@ -4773,7 +4711,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 better, if at some later date we want to use either of those pieces of
 code again, we can do so in a single line.</p>
 </section><section><h2 class="section-heading" id="testing-and-documenting">Testing and Documenting<a class="anchor" aria-label="anchor" href="#testing-and-documenting"></a>
-<a class="anchor" aria-label="anchor" href="#testing-and-documenting"></a>
 </h2>
 <hr class="half-width">
 <p>Once we start putting things in functions so that we can re-use them,
@@ -4938,7 +4875,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
     array([-1.,  0.,  1.])</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="defining-defaults">Defining Defaults<a class="anchor" aria-label="anchor" href="#defining-defaults"></a>
-<a class="anchor" aria-label="anchor" href="#defining-defaults"></a>
 </h2>
 <hr class="half-width">
 <p>We have passed parameters to functions in two ways: directly, as in
@@ -5133,7 +5069,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 parameter since <code>delimiter</code> is not the second parameter in
 the list.</p>
 </section><section><h2 class="section-heading" id="readable-functions">Readable functions<a class="anchor" aria-label="anchor" href="#readable-functions"></a>
-<a class="anchor" aria-label="anchor" href="#readable-functions"></a>
 </h2>
 <hr class="half-width">
 <p>Consider these two functions:</p>
@@ -5182,8 +5117,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="combining-strings" class="callout-inner">
-<h3 class="callout-title">Combining Strings<a class="anchor" aria-label="anchor" href="#combining-strings"></a>
-</h3>
+<h3 class="callout-title">Combining Strings</h3>
 <div class="callout-content">
 <p>“Adding” two strings produces their concatenation:
 <code>'a' + 'b'</code> is <code>'ab'</code>. Write a function called
@@ -5226,8 +5160,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="return-versus-print" class="callout-inner">
-<h3 class="callout-title">Return versus print<a class="anchor" aria-label="anchor" href="#return-versus-print"></a>
-</h3>
+<h3 class="callout-title">Return versus print</h3>
 <div class="callout-content">
 <p>Note that <code>return</code> and <code>print</code> are not
 interchangeable. <code>print</code> is a Python function that
@@ -5281,8 +5214,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="selecting-characters-from-strings" class="callout-inner">
-<h3 class="callout-title">Selecting Characters From Strings<a class="anchor" aria-label="anchor" href="#selecting-characters-from-strings"></a>
-</h3>
+<h3 class="callout-title">Selecting Characters From Strings</h3>
 <div class="callout-content">
 <p>If the variable <code>s</code> refers to a string, then
 <code>s[0]</code> is the string’s first character and <code>s[-1]</code>
@@ -5324,8 +5256,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="rescaling-an-array" class="callout-inner">
-<h3 class="callout-title">Rescaling an Array<a class="anchor" aria-label="anchor" href="#rescaling-an-array"></a>
-</h3>
+<h3 class="callout-title">Rescaling an Array</h3>
 <div class="callout-content">
 <p>Write a function <code>rescale</code> that takes an array as input
 and returns a corresponding array of values scaled to lie in the range
@@ -5360,8 +5291,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="testing-and-documenting-your-function" class="callout-inner">
-<h3 class="callout-title">Testing and Documenting Your Function<a class="anchor" aria-label="anchor" href="#testing-and-documenting-your-function"></a>
-</h3>
+<h3 class="callout-title">Testing and Documenting Your Function</h3>
 <div class="callout-content">
 <p>Run the commands <code>help(numpy.arange)</code> and
 <code>help(numpy.linspace)</code> to see how to use these functions to
@@ -5401,8 +5331,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="defining-defaults-1" class="callout-inner">
-<h3 class="callout-title">Defining Defaults<a class="anchor" aria-label="anchor" href="#defining-defaults-1"></a>
-</h3>
+<h3 class="callout-title">Defining Defaults</h3>
 <div class="callout-content">
 <p>Rewrite the <code>rescale</code> function so that it scales data to
 lie between <code>0.0</code> and <code>1.0</code> by default, but will
@@ -5439,8 +5368,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="variables-inside-and-outside-functions" class="callout-inner">
-<h3 class="callout-title">Variables Inside and Outside Functions<a class="anchor" aria-label="anchor" href="#variables-inside-and-outside-functions"></a>
-</h3>
+<h3 class="callout-title">Variables Inside and Outside Functions</h3>
 <div class="callout-content">
 <p>What does the following piece of code display when run — and why?</p>
 <div class="codewrapper sourceCode" id="cb67">
@@ -5497,8 +5425,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="mixing-default-and-non-default-parameters" class="callout-inner">
-<h3 class="callout-title">Mixing Default and Non-Default Parameters<a class="anchor" aria-label="anchor" href="#mixing-default-and-non-default-parameters"></a>
-</h3>
+<h3 class="callout-title">Mixing Default and Non-Default Parameters</h3>
 <div class="callout-content">
 <p>Given the following code:</p>
 <div class="codewrapper sourceCode" id="cb69">
@@ -5565,8 +5492,7 @@ <h4 class="accordion-header" id="headingSolution8"> Show me the solution </h4>
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="readable-code" class="callout-inner">
-<h3 class="callout-title">Readable Code<a class="anchor" aria-label="anchor" href="#readable-code"></a>
-</h3>
+<h3 class="callout-title">Readable Code</h3>
 <div class="callout-content">
 <p>Revise a function you wrote for one of the previous exercises to try
 to make the code more readable. Then, collaborate with one of your
@@ -5581,8 +5507,7 @@ <h3 class="callout-title">Readable Code<a class="anchor" aria-label="anchor" hre
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Define a function using
@@ -5710,8 +5635,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="long-tracebacks" class="callout-inner">
-<h3 class="callout-title">Long Tracebacks<a class="anchor" aria-label="anchor" href="#long-tracebacks"></a>
-</h3>
+<h3 class="callout-title">Long Tracebacks</h3>
 <div class="callout-content">
 <p>Sometimes, you might see a traceback that is very long -- sometimes
 they might even be 20 levels deep! This can make it seem like something
@@ -5743,8 +5667,7 @@ <h3 class="callout-title">Long Tracebacks<a class="anchor" aria-label="anchor" h
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="reading-error-messages" class="callout-inner">
-<h3 class="callout-title">Reading Error Messages<a class="anchor" aria-label="anchor" href="#reading-error-messages"></a>
-</h3>
+<h3 class="callout-title">Reading Error Messages</h3>
 <div class="callout-content">
 <p>Read the Python code and the resulting traceback below, and answer
 the following questions:</p>
@@ -5833,8 +5756,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="better-errors-on-newer-pythons" class="callout-inner">
-<h3 class="callout-title">Better errors on newer Pythons<a class="anchor" aria-label="anchor" href="#better-errors-on-newer-pythons"></a>
-</h3>
+<h3 class="callout-title">Better errors on newer Pythons</h3>
 <div class="callout-content">
 <p>Newer versions of Python have improved error printouts. If you are
 debugging errors, it is often helpful to use the latest Python version,
@@ -5843,7 +5765,6 @@ <h3 class="callout-title">Better errors on newer Pythons<a class="anchor" aria-l
 </div>
 </div>
 <section><h2 class="section-heading" id="syntax-errors">Syntax Errors<a class="anchor" aria-label="anchor" href="#syntax-errors"></a>
-<a class="anchor" aria-label="anchor" href="#syntax-errors"></a>
 </h2>
 <hr class="half-width">
 <p>When you forget a colon at the end of a line, accidentally add one
@@ -5908,8 +5829,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="tabs-and-spaces" class="callout-inner">
-<h3 class="callout-title">Tabs and Spaces<a class="anchor" aria-label="anchor" href="#tabs-and-spaces"></a>
-</h3>
+<h3 class="callout-title">Tabs and Spaces</h3>
 <div class="callout-content">
 <p>Some indentation errors are harder to spot than others. In
 particular, mixing spaces and tabs can be difficult to spot because they
@@ -5941,7 +5861,6 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 </div>
 </div>
 </section><section><h2 class="section-heading" id="variable-name-errors">Variable Name Errors<a class="anchor" aria-label="anchor" href="#variable-name-errors"></a>
-<a class="anchor" aria-label="anchor" href="#variable-name-errors"></a>
 </h2>
 <hr class="half-width">
 <p>Another very common type of error is called a <code>NameError</code>,
@@ -6037,7 +5956,6 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 NameError: name 'count' is not defined</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="index-errors">Index Errors<a class="anchor" aria-label="anchor" href="#index-errors"></a>
-<a class="anchor" aria-label="anchor" href="#index-errors"></a>
 </h2>
 <hr class="half-width">
 <p>Next up are errors having to do with containers (like lists and
@@ -6079,7 +5997,6 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 in our code, meaning we tried to access a list index that did not
 exist.</p>
 </section><section><h2 class="section-heading" id="file-errors">File Errors<a class="anchor" aria-label="anchor" href="#file-errors"></a>
-<a class="anchor" aria-label="anchor" href="#file-errors"></a>
 </h2>
 <hr class="half-width">
 <p>The last type of error we’ll cover today are those associated with
@@ -6147,8 +6064,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="identifying-syntax-errors" class="callout-inner">
-<h3 class="callout-title">Identifying Syntax Errors<a class="anchor" aria-label="anchor" href="#identifying-syntax-errors"></a>
-</h3>
+<h3 class="callout-title">Identifying Syntax Errors</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal">
 <li>Read the code below, and (without running it) try to identify what
@@ -6196,8 +6112,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="identifying-variable-name-errors" class="callout-inner">
-<h3 class="callout-title">Identifying Variable Name Errors<a class="anchor" aria-label="anchor" href="#identifying-variable-name-errors"></a>
-</h3>
+<h3 class="callout-title">Identifying Variable Name Errors</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal">
 <li>Read the code below, and (without running it) try to identify what
@@ -6255,8 +6170,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="identifying-index-errors" class="callout-inner">
-<h3 class="callout-title">Identifying Index Errors<a class="anchor" aria-label="anchor" href="#identifying-index-errors"></a>
-</h3>
+<h3 class="callout-title">Identifying Index Errors</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal">
 <li>Read the code below, and (without running it) try to identify what
@@ -6298,8 +6212,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Tracebacks can look intimidating, but they give us a lot of useful
@@ -6381,7 +6294,6 @@ <h3 class="card-title">Objectives</h3>
 time saved by measuring carefully before cutting a piece of wood is much
 greater than the time that measuring takes.</p>
 <section><h2 class="section-heading" id="assertions">Assertions<a class="anchor" aria-label="anchor" href="#assertions"></a>
-<a class="anchor" aria-label="anchor" href="#assertions"></a>
 </h2>
 <hr class="half-width">
 <p>The first step toward getting the right answers from our programs is
@@ -6578,7 +6490,6 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 and helps to warn people who are reading the code (including your future
 self) that this bit is tricky.</p>
 </section><section><h2 class="section-heading" id="test-driven-development">Test-Driven Development<a class="anchor" aria-label="anchor" href="#test-driven-development"></a>
-<a class="anchor" aria-label="anchor" href="#test-driven-development"></a>
 </h2>
 <hr class="half-width">
 <p>An assertion checks that something is true at a particular point in
@@ -6773,8 +6684,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="pre--and-post-conditions" class="callout-inner">
-<h3 class="callout-title">Pre- and Post-Conditions<a class="anchor" aria-label="anchor" href="#pre--and-post-conditions"></a>
-</h3>
+<h3 class="callout-title">Pre- and Post-Conditions</h3>
 <div class="callout-content">
 <p>Suppose you are writing a function called <code>average</code> that
 calculates the average of the numbers in a NumPy array. What
@@ -6809,8 +6719,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="testing-assertions" class="callout-inner">
-<h3 class="callout-title">Testing Assertions<a class="anchor" aria-label="anchor" href="#testing-assertions"></a>
-</h3>
+<h3 class="callout-title">Testing Assertions</h3>
 <div class="callout-content">
 <p>Given a sequence of a number of cars, the function
 <code>get_total_cars</code> returns the total number of cars.</p>
@@ -6878,8 +6787,7 @@ <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Program defensively, i.e., assume that errors are going to arise,
@@ -6939,7 +6847,6 @@ <h3 class="card-title">Objectives</h3>
 they debug, and most follow some variation on the rules explained
 below.</p>
 <section><h2 class="section-heading" id="know-what-its-supposed-to-do">Know What It’s Supposed to Do<a class="anchor" aria-label="anchor" href="#know-what-its-supposed-to-do"></a>
-<a class="anchor" aria-label="anchor" href="#know-what-its-supposed-to-do"></a>
 </h2>
 <hr class="half-width">
 <p>The first step in debugging something is to <em>know what it’s
@@ -6988,7 +6895,6 @@ <h3 class="card-title">Objectives</h3>
 only be used for debugging as a last resort, though, since it’s very
 hard to compare two visualizations automatically.</p></li>
 </ol></section><section><h2 class="section-heading" id="make-it-fail-every-time">Make It Fail Every Time<a class="anchor" aria-label="anchor" href="#make-it-fail-every-time"></a>
-<a class="anchor" aria-label="anchor" href="#make-it-fail-every-time"></a>
 </h2>
 <hr class="half-width">
 <p>We can only debug something when it fails, so the second step is
@@ -7007,7 +6913,6 @@ <h3 class="card-title">Objectives</h3>
 deadline, which is one of the reasons late-night (or overnight) coding
 sessions are almost never worthwhile.</p>
 </section><section><h2 class="section-heading" id="make-it-fail-fast">Make It Fail Fast<a class="anchor" aria-label="anchor" href="#make-it-fail-fast"></a>
-<a class="anchor" aria-label="anchor" href="#make-it-fail-fast"></a>
 </h2>
 <hr class="half-width">
 <p>If it takes 20 minutes for the bug to surface, we can only do three
@@ -7029,7 +6934,6 @@ <h3 class="card-title">Objectives</h3>
 that <em>isn’t</em> run as part of a test means more than one thing we
 don’t need to worry about.</p></li>
 </ol></section><section><h2 class="section-heading" id="change-one-thing-at-a-time-for-a-reason">Change One Thing at a Time, For a Reason<a class="anchor" aria-label="anchor" href="#change-one-thing-at-a-time-for-a-reason"></a>
-<a class="anchor" aria-label="anchor" href="#change-one-thing-at-a-time-for-a-reason"></a>
 </h2>
 <hr class="half-width">
 <p>Replacing random chunks of code is unlikely to do much good. (After
@@ -7046,7 +6950,6 @@ <h3 class="card-title">Objectives</h3>
 made to code introduce (or re-introduce) bugs, so re-running all of our
 tests tells us whether we have regressed.</p>
 </section><section><h2 class="section-heading" id="keep-track-of-what-youve-done">Keep Track of What You’ve Done<a class="anchor" aria-label="anchor" href="#keep-track-of-what-youve-done"></a>
-<a class="anchor" aria-label="anchor" href="#keep-track-of-what-youve-done"></a>
 </h2>
 <hr class="half-width">
 <p>Good scientists keep track of what they’ve done so that they can
@@ -7067,8 +6970,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="version-control-revisited" class="callout-inner">
-<h3 class="callout-title">Version Control Revisited<a class="anchor" aria-label="anchor" href="#version-control-revisited"></a>
-</h3>
+<h3 class="callout-title">Version Control Revisited</h3>
 <div class="callout-content">
 <p>Version control is often used to reset software to a known state
 during debugging, and to explore recent changes to code that might be
@@ -7084,7 +6986,6 @@ <h3 class="callout-title">Version Control Revisited<a class="anchor" aria-label=
 </div>
 </div>
 </section><section><h2 class="section-heading" id="be-humble">Be Humble<a class="anchor" aria-label="anchor" href="#be-humble"></a>
-<a class="anchor" aria-label="anchor" href="#be-humble"></a>
 </h2>
 <hr class="half-width">
 <p>And speaking of help: if we can’t find a bug in 10 minutes, we should
@@ -7116,8 +7017,7 @@ <h3 class="callout-title">Version Control Revisited<a class="anchor" aria-label=
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="debug-with-a-neighbor" class="callout-inner">
-<h3 class="callout-title">Debug With a Neighbor<a class="anchor" aria-label="anchor" href="#debug-with-a-neighbor"></a>
-</h3>
+<h3 class="callout-title">Debug With a Neighbor</h3>
 <div class="callout-content">
 <p>Take a function that you have written today, and introduce a tricky
 bug. Your function should still run, but will give the wrong output.
@@ -7132,8 +7032,7 @@ <h3 class="callout-title">Debug With a Neighbor<a class="anchor" aria-label="anc
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="not-supposed-to-be-the-same" class="callout-inner">
-<h3 class="callout-title">Not Supposed to be the Same<a class="anchor" aria-label="anchor" href="#not-supposed-to-be-the-same"></a>
-</h3>
+<h3 class="callout-title">Not Supposed to be the Same</h3>
 <div class="callout-content">
 <p>You are assisting a researcher with Python code that computes the
 Body Mass Index (BMI) of patients. The researcher is concerned because
@@ -7173,7 +7072,7 @@ <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="section level3">
 <h3 id="suggestions-for-debugging">Suggestions for debugging<a class="anchor" aria-label="anchor" href="#suggestions-for-debugging"></a>
@@ -7209,8 +7108,7 @@ <h3 id="bugs-found">Bugs found<a class="anchor" aria-label="anchor" href="#bugs-
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Know what code is supposed to do <em>before</em> trying to debug
@@ -7273,8 +7171,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="switching-to-shell-commands" class="callout-inner">
-<h3 class="callout-title">Switching to Shell Commands<a class="anchor" aria-label="anchor" href="#switching-to-shell-commands"></a>
-</h3>
+<h3 class="callout-title">Switching to Shell Commands</h3>
 <div class="callout-content">
 <p>In this lesson we are switching from typing commands in a Python
 interpreter to typing commands in a shell terminal window (such as
@@ -7326,7 +7223,6 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 arguments in a program, and understand how to handle standard input.
 We’ll tackle these questions in turn below.</p>
 <section><h2 class="section-heading" id="command-line-arguments">Command-Line Arguments<a class="anchor" aria-label="anchor" href="#command-line-arguments"></a>
-<a class="anchor" aria-label="anchor" href="#command-line-arguments"></a>
 </h2>
 <hr class="half-width">
 <p>We are going to create a file with our python code in, then use the
@@ -7522,8 +7418,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="running-versus-importing" class="callout-inner">
-<h3 class="callout-title">Running Versus Importing<a class="anchor" aria-label="anchor" href="#running-versus-importing"></a>
-</h3>
+<h3 class="callout-title">Running Versus Importing</h3>
 <div class="callout-content">
 <p>Running a Python script in bash is very similar to importing that
 file in Python. The biggest difference is that we don’t expect anything
@@ -7552,8 +7447,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="the-right-way-to-do-it" class="callout-inner">
-<h3 class="callout-title">The Right Way to Do It<a class="anchor" aria-label="anchor" href="#the-right-way-to-do-it"></a>
-</h3>
+<h3 class="callout-title">The Right Way to Do It</h3>
 <div class="callout-content">
 <p>If our programs can take complex parameters or multiple filenames, we
 shouldn’t handle <code>sys.argv</code> directly. Instead, we should use
@@ -7569,7 +7463,6 @@ <h3 class="callout-title">The Right Way to Do It<a class="anchor" aria-label="an
 </div>
 </div>
 </section><section><h2 class="section-heading" id="handling-multiple-files">Handling Multiple Files<a class="anchor" aria-label="anchor" href="#handling-multiple-files"></a>
-<a class="anchor" aria-label="anchor" href="#handling-multiple-files"></a>
 </h2>
 <hr class="half-width">
 <p>The next step is to teach our program how to handle multiple files.
@@ -7666,8 +7559,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="the-right-way-to-do-it-1" class="callout-inner">
-<h3 class="callout-title">The Right Way to Do It<a class="anchor" aria-label="anchor" href="#the-right-way-to-do-it-1"></a>
-</h3>
+<h3 class="callout-title">The Right Way to Do It</h3>
 <div class="callout-content">
 <p>At this point, we have created three versions of our script called
 <code>readings_01.py</code>, <code>readings_02.py</code>, and
@@ -7679,7 +7571,6 @@ <h3 class="callout-title">The Right Way to Do It<a class="anchor" aria-label="an
 </div>
 </div>
 </section><section><h2 class="section-heading" id="handling-command-line-flags">Handling Command-Line Flags<a class="anchor" aria-label="anchor" href="#handling-command-line-flags"></a>
-<a class="anchor" aria-label="anchor" href="#handling-command-line-flags"></a>
 </h2>
 <hr class="half-width">
 <p>The next step is to teach our program to pay attention to the
@@ -7786,7 +7677,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <p>This is four lines longer than its predecessor, but broken into more
 digestible chunks of 8 and 12 lines.</p>
 </section><section><h2 class="section-heading" id="handling-standard-input">Handling Standard Input<a class="anchor" aria-label="anchor" href="#handling-standard-input"></a>
-<a class="anchor" aria-label="anchor" href="#handling-standard-input"></a>
 </h2>
 <hr class="half-width">
 <p>The next thing our program has to do is read data from standard input
@@ -7902,8 +7792,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="arithmetic-on-the-command-line" class="callout-inner">
-<h3 class="callout-title">Arithmetic on the Command Line<a class="anchor" aria-label="anchor" href="#arithmetic-on-the-command-line"></a>
-</h3>
+<h3 class="callout-title">Arithmetic on the Command Line</h3>
 <div class="callout-content">
 <p>Write a Python program that adds, subtracts, multiplies, or divides
 two numbers provided on the command line:</p>
@@ -7935,7 +7824,7 @@ <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 sourceCode" id="cb50">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -7979,8 +7868,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="finding-particular-files" class="callout-inner">
-<h3 class="callout-title">Finding Particular Files<a class="anchor" aria-label="anchor" href="#finding-particular-files"></a>
-</h3>
+<h3 class="callout-title">Finding Particular Files</h3>
 <div class="callout-content">
 <p>Using the <code>glob</code> module introduced <a href="06-files.html">earlier</a>, write a simple version of
 <code>ls</code> that shows files in the current directory with a
@@ -8005,7 +7893,7 @@ <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">
 <div class="codewrapper sourceCode" id="cb53">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -8034,8 +7922,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="changing-flags" class="callout-inner">
-<h3 class="callout-title">Changing Flags<a class="anchor" aria-label="anchor" href="#changing-flags"></a>
-</h3>
+<h3 class="callout-title">Changing Flags</h3>
 <div class="callout-content">
 <p>Rewrite <code>readings.py</code> so that it uses <code>-n</code>,
 <code>-m</code>, and <code>-x</code> instead of <code>--min</code>,
@@ -8049,7 +7936,7 @@ <h3 class="callout-title">Changing Flags<a class="anchor" aria-label="anchor" hr
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb54">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -8094,8 +7981,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="adding-a-help-message" class="callout-inner">
-<h3 class="callout-title">Adding a Help Message<a class="anchor" aria-label="anchor" href="#adding-a-help-message"></a>
-</h3>
+<h3 class="callout-title">Adding a Help Message</h3>
 <div class="callout-content">
 <p>Separately, modify <code>readings.py</code> so that if no parameters
 are given (i.e., no action is specified and no filenames are given), it
@@ -8108,7 +7994,7 @@ <h3 class="callout-title">Adding a Help Message<a class="anchor" aria-label="anc
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" 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="cb55">
 <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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-<h3 class="callout-title">Adding a Default Action<a class="anchor" aria-label="anchor" href="#adding-a-default-action"></a>
-</h3>
+<h3 class="callout-title">Adding a Default Action</h3>
 <div class="callout-content">
 <p>Separately, modify <code>readings.py</code> so that if no action is
 given it displays the means of the data.</p>
@@ -8176,7 +8061,7 @@ <h3 class="callout-title">Adding a Default Action<a class="anchor" aria-label="a
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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">
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 <div class="codewrapper sourceCode" id="cb56">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -8224,8 +8109,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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 </div>
 <div id="a-file-checker" class="callout-inner">
-<h3 class="callout-title">A File-Checker<a class="anchor" aria-label="anchor" href="#a-file-checker"></a>
-</h3>
+<h3 class="callout-title">A File-Checker</h3>
 <div class="callout-content">
 <p>Write a program called <code>check.py</code> that takes the names of
 one or more inflammation data files as arguments and checks that all the
@@ -8239,7 +8123,7 @@ <h3 class="callout-title">A File-Checker<a class="anchor" aria-label="anchor" hr
 <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">
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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>
@@ -8284,8 +8168,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="counting-lines" class="callout-inner">
-<h3 class="callout-title">Counting Lines<a class="anchor" aria-label="anchor" href="#counting-lines"></a>
-</h3>
+<h3 class="callout-title">Counting Lines</h3>
 <div class="callout-content">
 <p>Write a program called <code>line_count.py</code> that works like the
 Unix <code>wc</code> command:</p>
@@ -8303,7 +8186,7 @@ <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">
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 <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>
@@ -8351,8 +8234,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="generate-an-error-message" class="callout-inner">
-<h3 class="callout-title">Generate an Error Message<a class="anchor" aria-label="anchor" href="#generate-an-error-message"></a>
-</h3>
+<h3 class="callout-title">Generate an Error Message</h3>
 <div class="callout-content">
 <p>Write a program called <code>check_arguments.py</code> that prints
 usage then exits the program if no arguments are provided. (Hint: You
@@ -8385,8 +8267,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>The <code>sys</code> library connects a Python program to the system
@@ -8425,7 +8306,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">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/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer>
 </div> <!-- / div.container -->
@@ -8448,8 +8329,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://swcarpentry.github.io/python-novice-inflammation/aio.html",
   "identifier": "https://swcarpentry.github.io/python-novice-inflammation/aio.html",
   "dateCreated": "2014-11-25",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
+  "dateModified": "2024-08-27",
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/assets/styles.css b/assets/styles.css
index 58233a7b8..4dc74d328 100644
--- a/assets/styles.css
+++ b/assets/styles.css
@@ -2,4 +2,4 @@
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  * Copyright 2011-2023 The Bootstrap Authors
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rgba(255, 255, 255, 0.55);--bs-navbar-hover-color: rgba(255, 255, 255, 0.75);--bs-navbar-disabled-color: rgba(255, 255, 255, 0.25);--bs-navbar-active-color: #fff;--bs-navbar-brand-color: #fff;--bs-navbar-brand-hover-color: #fff;--bs-navbar-toggler-border-color: rgba(255, 255, 255, 0.1);--bs-navbar-toggler-icon-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'%3e%3cpath stroke='rgba%28255, 255, 255, 0.55%29' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/%3e%3c/svg%3e")}[data-bs-theme=dark] .navbar-toggler-icon{--bs-navbar-toggler-icon-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'%3e%3cpath stroke='rgba%28255, 255, 255, 0.55%29' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/%3e%3c/svg%3e")}.card{--bs-card-spacer-y: 1rem;--bs-card-spacer-x: 1rem;--bs-card-title-spacer-y: 0.5rem;--bs-card-title-color: ;--bs-card-subtitle-color: ;--bs-card-border-width: var(--bs-border-width);--bs-card-border-color: var(--bs-border-color-translucent);--bs-card-border-radius: var(--bs-border-radius);--bs-card-box-shadow: ;--bs-card-inner-border-radius: calc(var(--bs-border-radius) - (var(--bs-border-width)));--bs-card-cap-padding-y: 0.5rem;--bs-card-cap-padding-x: 1rem;--bs-card-cap-bg: rgba(var(--bs-body-color-rgb), 0.03);--bs-card-cap-color: ;--bs-card-height: ;--bs-card-color: ;--bs-card-bg: var(--bs-body-bg);--bs-card-img-overlay-padding: 1rem;--bs-card-group-margin: 0.75rem;position:relative;display:flex;flex-direction:column;min-width:0;height:var(--bs-card-height);color:var(--bs-body-color);word-wrap:break-word;background-color:var(--bs-card-bg);background-clip:border-box;border:var(--bs-card-border-width) solid var(--bs-card-border-color);border-radius:var(--bs-card-border-radius)}.card>hr{margin-right:0;margin-left:0}.card>.list-group{border-top:inherit;border-bottom:inherit}.card>.list-group:first-child{border-top-width:0;border-top-left-radius:var(--bs-card-inner-border-radius);border-top-right-radius:var(--bs-card-inner-border-radius)}.card>.list-group:last-child{border-bottom-width:0;border-bottom-right-radius:var(--bs-card-inner-border-radius);border-bottom-left-radius:var(--bs-card-inner-border-radius)}.card>.card-header+.list-group,.card>.list-group+.card-footer{border-top:0}.card-body{flex:1 1 auto;padding:var(--bs-card-spacer-y) var(--bs-card-spacer-x);color:var(--bs-card-color)}.card-title{margin-bottom:var(--bs-card-title-spacer-y);color:var(--bs-card-title-color)}.card-subtitle{margin-top:calc(-0.5*var(--bs-card-title-spacer-y));margin-bottom:0;color:var(--bs-card-subtitle-color)}.card-text:last-child{margin-bottom:0}.card-link+.card-link{margin-left:var(--bs-card-spacer-x)}.card-header{padding:var(--bs-card-cap-padding-y) var(--bs-card-cap-padding-x);margin-bottom:0;color:var(--bs-card-cap-color);background-color:var(--bs-card-cap-bg);border-bottom:var(--bs-card-border-width) solid var(--bs-card-border-color)}.card-header:first-child{border-radius:var(--bs-card-inner-border-radius) var(--bs-card-inner-border-radius) 0 0}.card-footer{padding:var(--bs-card-cap-padding-y) var(--bs-card-cap-padding-x);color:var(--bs-card-cap-color);background-color:var(--bs-card-cap-bg);border-top:var(--bs-card-border-width) solid var(--bs-card-border-color)}.card-footer:last-child{border-radius:0 0 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.nav-link.active{background-color:var(--bs-card-bg);border-bottom-color:var(--bs-card-bg)}.card-header-pills{margin-right:calc(-0.5*var(--bs-card-cap-padding-x));margin-left:calc(-0.5*var(--bs-card-cap-padding-x))}.card-img-overlay{position:absolute;top:0;right:0;bottom:0;left:0;padding:var(--bs-card-img-overlay-padding);border-radius:var(--bs-card-inner-border-radius)}.card-img,.card-img-top,.card-img-bottom{width:100%}.card-img,.card-img-top{border-top-left-radius:var(--bs-card-inner-border-radius);border-top-right-radius:var(--bs-card-inner-border-radius)}.card-img,.card-img-bottom{border-bottom-right-radius:var(--bs-card-inner-border-radius);border-bottom-left-radius:var(--bs-card-inner-border-radius)}.card-group>.card{margin-bottom:var(--bs-card-group-margin)}@media(min-width: 576px){.card-group{display:flex;flex-flow:row wrap}.card-group>.card{flex:1 0 0%;margin-bottom:0}.card-group>.card+.card{margin-left:0;border-left:0}.card-group>.card:not(:last-child){border-top-right-radius:0;border-bottom-right-radius:0}.card-group>.card:not(:last-child) .card-img-top,.card-group>.card:not(:last-child) .card-header{border-top-right-radius:0}.card-group>.card:not(:last-child) .card-img-bottom,.card-group>.card:not(:last-child) .card-footer{border-bottom-right-radius:0}.card-group>.card:not(:first-child){border-top-left-radius:0;border-bottom-left-radius:0}.card-group>.card:not(:first-child) .card-img-top,.card-group>.card:not(:first-child) .card-header{border-top-left-radius:0}.card-group>.card:not(:first-child) .card-img-bottom,.card-group>.card:not(:first-child) .card-footer{border-bottom-left-radius:0}}.accordion{--bs-accordion-color: var(--bs-body-color);--bs-accordion-bg: var(--bs-body-bg);--bs-accordion-transition: color 0.15s ease-in-out, background-color 0.15s ease-in-out, border-color 0.15s ease-in-out, box-shadow 0.15s ease-in-out, border-radius 0.15s ease;--bs-accordion-border-color: var(--bs-border-color);--bs-accordion-border-width: var(--bs-border-width);--bs-accordion-border-radius: var(--bs-border-radius);--bs-accordion-inner-border-radius: calc(var(--bs-border-radius) - (var(--bs-border-width)));--bs-accordion-btn-padding-x: 1.25rem;--bs-accordion-btn-padding-y: 1rem;--bs-accordion-btn-color: var(--bs-body-color);--bs-accordion-btn-bg: var(--bs-accordion-bg);--bs-accordion-btn-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23212529'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e");--bs-accordion-btn-icon-width: 1.25rem;--bs-accordion-btn-icon-transform: rotate(-180deg);--bs-accordion-btn-icon-transition: transform 0.2s ease-in-out;--bs-accordion-btn-active-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23052c65'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e");--bs-accordion-btn-focus-border-color: #86b7fe;--bs-accordion-btn-focus-box-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);--bs-accordion-body-padding-x: 1.25rem;--bs-accordion-body-padding-y: 1rem;--bs-accordion-active-color: var(--bs-primary-text-emphasis);--bs-accordion-active-bg: var(--bs-primary-bg-subtle)}.accordion-button{position:relative;display:flex;align-items:center;width:100%;padding:var(--bs-accordion-btn-padding-y) var(--bs-accordion-btn-padding-x);font-size:1rem;color:var(--bs-accordion-btn-color);text-align:left;background-color:var(--bs-accordion-btn-bg);border:0;border-radius:0;overflow-anchor:none;transition:var(--bs-accordion-transition)}@media(prefers-reduced-motion: reduce){.accordion-button{transition:none}}.accordion-button:not(.collapsed){color:var(--bs-accordion-active-color);background-color:var(--bs-accordion-active-bg);box-shadow:inset 0 calc(-1*var(--bs-accordion-border-width)) 0 var(--bs-accordion-border-color)}.accordion-button:not(.collapsed)::after{background-image:var(--bs-accordion-btn-active-icon);transform:var(--bs-accordion-btn-icon-transform)}.accordion-button::after{flex-shrink:0;width:var(--bs-accordion-btn-icon-width);height:var(--bs-accordion-btn-icon-width);margin-left:auto;content:"";background-image:var(--bs-accordion-btn-icon);background-repeat:no-repeat;background-size:var(--bs-accordion-btn-icon-width);transition:var(--bs-accordion-btn-icon-transition)}@media(prefers-reduced-motion: reduce){.accordion-button::after{transition:none}}.accordion-button:hover{z-index:2}.accordion-button:focus{z-index:3;border-color:var(--bs-accordion-btn-focus-border-color);outline:0;box-shadow:var(--bs-accordion-btn-focus-box-shadow)}.accordion-header{margin-bottom:0}.accordion-item{color:var(--bs-accordion-color);background-color:var(--bs-accordion-bg);border:var(--bs-accordion-border-width) solid var(--bs-accordion-border-color)}.accordion-item:first-of-type{border-top-left-radius:var(--bs-accordion-border-radius);border-top-right-radius:var(--bs-accordion-border-radius)}.accordion-item:first-of-type .accordion-button{border-top-left-radius:var(--bs-accordion-inner-border-radius);border-top-right-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:not(:first-of-type){border-top:0}.accordion-item:last-of-type{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-item:last-of-type .accordion-button.collapsed{border-bottom-right-radius:var(--bs-accordion-inner-border-radius);border-bottom-left-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:last-of-type .accordion-collapse{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-body{padding:var(--bs-accordion-body-padding-y) var(--bs-accordion-body-padding-x)}.accordion-flush .accordion-collapse{border-width:0}.accordion-flush .accordion-item{border-right:0;border-left:0;border-radius:0}.accordion-flush .accordion-item:first-child{border-top:0}.accordion-flush .accordion-item:last-child{border-bottom:0}.accordion-flush .accordion-item .accordion-button,.accordion-flush .accordion-item .accordion-button.collapsed{border-radius:0}[data-bs-theme=dark] .accordion-button::after{--bs-accordion-btn-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%236ea8fe'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e");--bs-accordion-btn-active-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%236ea8fe'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e")}.breadcrumb{--bs-breadcrumb-padding-x: 0;--bs-breadcrumb-padding-y: 0;--bs-breadcrumb-margin-bottom: 1rem;--bs-breadcrumb-bg: ;--bs-breadcrumb-border-radius: ;--bs-breadcrumb-divider-color: var(--bs-secondary-color);--bs-breadcrumb-item-padding-x: 0.5rem;--bs-breadcrumb-item-active-color: var(--bs-secondary-color);display:flex;flex-wrap:wrap;padding:var(--bs-breadcrumb-padding-y) var(--bs-breadcrumb-padding-x);margin-bottom:var(--bs-breadcrumb-margin-bottom);font-size:var(--bs-breadcrumb-font-size);list-style:none;background-color:var(--bs-breadcrumb-bg);border-radius:var(--bs-breadcrumb-border-radius)}.breadcrumb-item+.breadcrumb-item{padding-left:var(--bs-breadcrumb-item-padding-x)}.breadcrumb-item+.breadcrumb-item::before{float:left;padding-right:var(--bs-breadcrumb-item-padding-x);color:var(--bs-breadcrumb-divider-color);content:var(--bs-breadcrumb-divider, "/") /* rtl: var(--bs-breadcrumb-divider, "/") */}.breadcrumb-item.active{color:var(--bs-breadcrumb-item-active-color)}.pagination{--bs-pagination-padding-x: 0.75rem;--bs-pagination-padding-y: 0.375rem;--bs-pagination-font-size:1rem;--bs-pagination-color: var(--bs-link-color);--bs-pagination-bg: var(--bs-body-bg);--bs-pagination-border-width: var(--bs-border-width);--bs-pagination-border-color: var(--bs-border-color);--bs-pagination-border-radius: var(--bs-border-radius);--bs-pagination-hover-color: var(--bs-link-hover-color);--bs-pagination-hover-bg: var(--bs-tertiary-bg);--bs-pagination-hover-border-color: var(--bs-border-color);--bs-pagination-focus-color: var(--bs-link-hover-color);--bs-pagination-focus-bg: var(--bs-secondary-bg);--bs-pagination-focus-box-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);--bs-pagination-active-color: #fff;--bs-pagination-active-bg: #0d6efd;--bs-pagination-active-border-color: #0d6efd;--bs-pagination-disabled-color: var(--bs-secondary-color);--bs-pagination-disabled-bg: var(--bs-secondary-bg);--bs-pagination-disabled-border-color: var(--bs-border-color);display:flex;padding-left:0;list-style:none}.page-link{position:relative;display:block;padding:var(--bs-pagination-padding-y) var(--bs-pagination-padding-x);font-size:var(--bs-pagination-font-size);color:var(--bs-pagination-color);text-decoration:none;background-color:var(--bs-pagination-bg);border:var(--bs-pagination-border-width) solid var(--bs-pagination-border-color);transition:color .15s ease-in-out,background-color .15s ease-in-out,border-color .15s ease-in-out,box-shadow .15s ease-in-out}@media(prefers-reduced-motion: reduce){.page-link{transition:none}}.page-link:hover{z-index:2;color:var(--bs-pagination-hover-color);background-color:var(--bs-pagination-hover-bg);border-color:var(--bs-pagination-hover-border-color)}.page-link:focus{z-index:3;color:var(--bs-pagination-focus-color);background-color:var(--bs-pagination-focus-bg);outline:0;box-shadow:var(--bs-pagination-focus-box-shadow)}.page-link.active,.active>.page-link{z-index:3;color:var(--bs-pagination-active-color);background-color:var(--bs-pagination-active-bg);border-color:var(--bs-pagination-active-border-color)}.page-link.disabled,.disabled>.page-link{color:var(--bs-pagination-disabled-color);pointer-events:none;background-color:var(--bs-pagination-disabled-bg);border-color:var(--bs-pagination-disabled-border-color)}.page-item:not(:first-child) .page-link{margin-left:calc(var(--bs-border-width) * -1)}.page-item:first-child .page-link{border-top-left-radius:var(--bs-pagination-border-radius);border-bottom-left-radius:var(--bs-pagination-border-radius)}.page-item:last-child .page-link{border-top-right-radius:var(--bs-pagination-border-radius);border-bottom-right-radius:var(--bs-pagination-border-radius)}.pagination-lg{--bs-pagination-padding-x: 1.5rem;--bs-pagination-padding-y: 0.75rem;--bs-pagination-font-size:1.25rem;--bs-pagination-border-radius: var(--bs-border-radius-lg)}.pagination-sm{--bs-pagination-padding-x: 0.5rem;--bs-pagination-padding-y: 0.25rem;--bs-pagination-font-size:0.875rem;--bs-pagination-border-radius: var(--bs-border-radius-sm)}.badge{--bs-badge-padding-x: 0.65em;--bs-badge-padding-y: 0.35em;--bs-badge-font-size:0.75em;--bs-badge-font-weight: 700;--bs-badge-color: #fff;--bs-badge-border-radius: var(--bs-border-radius);display:inline-block;padding:var(--bs-badge-padding-y) var(--bs-badge-padding-x);font-size:var(--bs-badge-font-size);font-weight:var(--bs-badge-font-weight);line-height:1;color:var(--bs-badge-color);text-align:center;white-space:nowrap;vertical-align:baseline;border-radius:var(--bs-badge-border-radius)}.badge:empty{display:none}.btn .badge{position:relative;top:-1px}.alert{--bs-alert-bg: transparent;--bs-alert-padding-x: 1rem;--bs-alert-padding-y: 1rem;--bs-alert-margin-bottom: 1rem;--bs-alert-color: inherit;--bs-alert-border-color: transparent;--bs-alert-border: var(--bs-border-width) solid var(--bs-alert-border-color);--bs-alert-border-radius: var(--bs-border-radius);--bs-alert-link-color: inherit;position:relative;padding:var(--bs-alert-padding-y) var(--bs-alert-padding-x);margin-bottom:var(--bs-alert-margin-bottom);color:var(--bs-alert-color);background-color:var(--bs-alert-bg);border:var(--bs-alert-border);border-radius:var(--bs-alert-border-radius)}.alert-heading{color:inherit}.alert-link{font-weight:700;color:var(--bs-alert-link-color)}.alert-dismissible{padding-right:3rem}.alert-dismissible .btn-close{position:absolute;top:0;right:0;z-index:2;padding:1.25rem 1rem}.alert-primary{--bs-alert-color: var(--bs-primary-text-emphasis);--bs-alert-bg: var(--bs-primary-bg-subtle);--bs-alert-border-color: var(--bs-primary-border-subtle);--bs-alert-link-color: var(--bs-primary-text-emphasis)}.alert-secondary{--bs-alert-color: var(--bs-secondary-text-emphasis);--bs-alert-bg: var(--bs-secondary-bg-subtle);--bs-alert-border-color: var(--bs-secondary-border-subtle);--bs-alert-link-color: var(--bs-secondary-text-emphasis)}.alert-success{--bs-alert-color: var(--bs-success-text-emphasis);--bs-alert-bg: var(--bs-success-bg-subtle);--bs-alert-border-color: var(--bs-success-border-subtle);--bs-alert-link-color: var(--bs-success-text-emphasis)}.alert-info{--bs-alert-color: var(--bs-info-text-emphasis);--bs-alert-bg: var(--bs-info-bg-subtle);--bs-alert-border-color: var(--bs-info-border-subtle);--bs-alert-link-color: var(--bs-info-text-emphasis)}.alert-warning{--bs-alert-color: var(--bs-warning-text-emphasis);--bs-alert-bg: var(--bs-warning-bg-subtle);--bs-alert-border-color: var(--bs-warning-border-subtle);--bs-alert-link-color: var(--bs-warning-text-emphasis)}.alert-danger{--bs-alert-color: var(--bs-danger-text-emphasis);--bs-alert-bg: var(--bs-danger-bg-subtle);--bs-alert-border-color: var(--bs-danger-border-subtle);--bs-alert-link-color: var(--bs-danger-text-emphasis)}.alert-light{--bs-alert-color: var(--bs-light-text-emphasis);--bs-alert-bg: var(--bs-light-bg-subtle);--bs-alert-border-color: var(--bs-light-border-subtle);--bs-alert-link-color: var(--bs-light-text-emphasis)}.alert-dark{--bs-alert-color: var(--bs-dark-text-emphasis);--bs-alert-bg: var(--bs-dark-bg-subtle);--bs-alert-border-color: var(--bs-dark-border-subtle);--bs-alert-link-color: var(--bs-dark-text-emphasis)}@keyframes progress-bar-stripes{0%{background-position-x:1rem}}.progress,.progress-stacked{--bs-progress-height: 1rem;--bs-progress-font-size:0.75rem;--bs-progress-bg: var(--bs-secondary-bg);--bs-progress-border-radius: var(--bs-border-radius);--bs-progress-box-shadow: var(--bs-box-shadow-inset);--bs-progress-bar-color: #fff;--bs-progress-bar-bg: #0d6efd;--bs-progress-bar-transition: width 0.6s ease;display:flex;height:var(--bs-progress-height);overflow:hidden;font-size:var(--bs-progress-font-size);background-color:var(--bs-progress-bg);border-radius:var(--bs-progress-border-radius)}.progress-bar{display:flex;flex-direction:column;justify-content:center;overflow:hidden;color:var(--bs-progress-bar-color);text-align:center;white-space:nowrap;background-color:var(--bs-progress-bar-bg);transition:var(--bs-progress-bar-transition)}@media(prefers-reduced-motion: reduce){.progress-bar{transition:none}}.progress-bar-striped{background-image:linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-size:var(--bs-progress-height) var(--bs-progress-height)}.progress-stacked>.progress{overflow:visible}.progress-stacked>.progress>.progress-bar{width:100%}.progress-bar-animated{animation:1s linear infinite progress-bar-stripes}@media(prefers-reduced-motion: reduce){.progress-bar-animated{animation:none}}.list-group{--bs-list-group-color: var(--bs-body-color);--bs-list-group-bg: var(--bs-body-bg);--bs-list-group-border-color: var(--bs-border-color);--bs-list-group-border-width: var(--bs-border-width);--bs-list-group-border-radius: var(--bs-border-radius);--bs-list-group-item-padding-x: 1rem;--bs-list-group-item-padding-y: 0.5rem;--bs-list-group-action-color: var(--bs-secondary-color);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-tertiary-bg);--bs-list-group-action-active-color: var(--bs-body-color);--bs-list-group-action-active-bg: var(--bs-secondary-bg);--bs-list-group-disabled-color: var(--bs-secondary-color);--bs-list-group-disabled-bg: var(--bs-body-bg);--bs-list-group-active-color: #fff;--bs-list-group-active-bg: #0d6efd;--bs-list-group-active-border-color: #0d6efd;display:flex;flex-direction:column;padding-left:0;margin-bottom:0;border-radius:var(--bs-list-group-border-radius)}.list-group-numbered{list-style-type:none;counter-reset:section}.list-group-numbered>.list-group-item::before{content:counters(section, ".") ". ";counter-increment:section}.list-group-item-action{width:100%;color:var(--bs-list-group-action-color);text-align:inherit}.list-group-item-action:hover,.list-group-item-action:focus{z-index:1;color:var(--bs-list-group-action-hover-color);text-decoration:none;background-color:var(--bs-list-group-action-hover-bg)}.list-group-item-action:active{color:var(--bs-list-group-action-active-color);background-color:var(--bs-list-group-action-active-bg)}.list-group-item{position:relative;display:block;padding:var(--bs-list-group-item-padding-y) var(--bs-list-group-item-padding-x);color:var(--bs-list-group-color);text-decoration:none;background-color:var(--bs-list-group-bg);border:var(--bs-list-group-border-width) solid var(--bs-list-group-border-color)}.list-group-item:first-child{border-top-left-radius:inherit;border-top-right-radius:inherit}.list-group-item:last-child{border-bottom-right-radius:inherit;border-bottom-left-radius:inherit}.list-group-item.disabled,.list-group-item:disabled{color:var(--bs-list-group-disabled-color);pointer-events:none;background-color:var(--bs-list-group-disabled-bg)}.list-group-item.active{z-index:2;color:var(--bs-list-group-active-color);background-color:var(--bs-list-group-active-bg);border-color:var(--bs-list-group-active-border-color)}.list-group-item+.list-group-item{border-top-width:0}.list-group-item+.list-group-item.active{margin-top:calc(-1*var(--bs-list-group-border-width));border-top-width:var(--bs-list-group-border-width)}.list-group-horizontal{flex-direction:row}.list-group-horizontal>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal>.list-group-item.active{margin-top:0}.list-group-horizontal>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}@media(min-width: 576px){.list-group-horizontal-sm{flex-direction:row}.list-group-horizontal-sm>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-sm>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-sm>.list-group-item.active{margin-top:0}.list-group-horizontal-sm>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-sm>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 768px){.list-group-horizontal-md{flex-direction:row}.list-group-horizontal-md>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-md>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-md>.list-group-item.active{margin-top:0}.list-group-horizontal-md>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-md>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 992px){.list-group-horizontal-lg{flex-direction:row}.list-group-horizontal-lg>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-lg>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-lg>.list-group-item.active{margin-top:0}.list-group-horizontal-lg>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-lg>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 1200px){.list-group-horizontal-xl{flex-direction:row}.list-group-horizontal-xl>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-xl>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-xl>.list-group-item.active{margin-top:0}.list-group-horizontal-xl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xl>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 1400px){.list-group-horizontal-xxl{flex-direction:row}.list-group-horizontal-xxl>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-xxl>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-xxl>.list-group-item.active{margin-top:0}.list-group-horizontal-xxl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xxl>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}.list-group-flush{border-radius:0}.list-group-flush>.list-group-item{border-width:0 0 var(--bs-list-group-border-width)}.list-group-flush>.list-group-item:last-child{border-bottom-width:0}.list-group-item-primary{--bs-list-group-color: var(--bs-primary-text-emphasis);--bs-list-group-bg: var(--bs-primary-bg-subtle);--bs-list-group-border-color: var(--bs-primary-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-primary-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-primary-border-subtle);--bs-list-group-active-color: var(--bs-primary-bg-subtle);--bs-list-group-active-bg: var(--bs-primary-text-emphasis);--bs-list-group-active-border-color: var(--bs-primary-text-emphasis)}.list-group-item-secondary{--bs-list-group-color: var(--bs-secondary-text-emphasis);--bs-list-group-bg: var(--bs-secondary-bg-subtle);--bs-list-group-border-color: var(--bs-secondary-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-secondary-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-secondary-border-subtle);--bs-list-group-active-color: var(--bs-secondary-bg-subtle);--bs-list-group-active-bg: var(--bs-secondary-text-emphasis);--bs-list-group-active-border-color: var(--bs-secondary-text-emphasis)}.list-group-item-success{--bs-list-group-color: var(--bs-success-text-emphasis);--bs-list-group-bg: var(--bs-success-bg-subtle);--bs-list-group-border-color: var(--bs-success-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-success-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-success-border-subtle);--bs-list-group-active-color: var(--bs-success-bg-subtle);--bs-list-group-active-bg: var(--bs-success-text-emphasis);--bs-list-group-active-border-color: var(--bs-success-text-emphasis)}.list-group-item-info{--bs-list-group-color: var(--bs-info-text-emphasis);--bs-list-group-bg: var(--bs-info-bg-subtle);--bs-list-group-border-color: var(--bs-info-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-info-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-info-border-subtle);--bs-list-group-active-color: var(--bs-info-bg-subtle);--bs-list-group-active-bg: var(--bs-info-text-emphasis);--bs-list-group-active-border-color: var(--bs-info-text-emphasis)}.list-group-item-warning{--bs-list-group-color: var(--bs-warning-text-emphasis);--bs-list-group-bg: var(--bs-warning-bg-subtle);--bs-list-group-border-color: var(--bs-warning-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-warning-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-warning-border-subtle);--bs-list-group-active-color: var(--bs-warning-bg-subtle);--bs-list-group-active-bg: var(--bs-warning-text-emphasis);--bs-list-group-active-border-color: var(--bs-warning-text-emphasis)}.list-group-item-danger{--bs-list-group-color: var(--bs-danger-text-emphasis);--bs-list-group-bg: var(--bs-danger-bg-subtle);--bs-list-group-border-color: var(--bs-danger-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-danger-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-danger-border-subtle);--bs-list-group-active-color: var(--bs-danger-bg-subtle);--bs-list-group-active-bg: var(--bs-danger-text-emphasis);--bs-list-group-active-border-color: var(--bs-danger-text-emphasis)}.list-group-item-light{--bs-list-group-color: var(--bs-light-text-emphasis);--bs-list-group-bg: var(--bs-light-bg-subtle);--bs-list-group-border-color: var(--bs-light-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-light-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-light-border-subtle);--bs-list-group-active-color: var(--bs-light-bg-subtle);--bs-list-group-active-bg: var(--bs-light-text-emphasis);--bs-list-group-active-border-color: var(--bs-light-text-emphasis)}.list-group-item-dark{--bs-list-group-color: var(--bs-dark-text-emphasis);--bs-list-group-bg: var(--bs-dark-bg-subtle);--bs-list-group-border-color: var(--bs-dark-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-dark-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-dark-border-subtle);--bs-list-group-active-color: var(--bs-dark-bg-subtle);--bs-list-group-active-bg: var(--bs-dark-text-emphasis);--bs-list-group-active-border-color: var(--bs-dark-text-emphasis)}.btn-close{--bs-btn-close-color: #000;--bs-btn-close-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23000'%3e%3cpath d='M.293.293a1 1 0 0 1 1.414 0L8 6.586 14.293.293a1 1 0 1 1 1.414 1.414L9.414 8l6.293 6.293a1 1 0 0 1-1.414 1.414L8 9.414l-6.293 6.293a1 1 0 0 1-1.414-1.414L6.586 8 .293 1.707a1 1 0 0 1 0-1.414z'/%3e%3c/svg%3e");--bs-btn-close-opacity: 0.5;--bs-btn-close-hover-opacity: 0.75;--bs-btn-close-focus-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);--bs-btn-close-focus-opacity: 1;--bs-btn-close-disabled-opacity: 0.25;--bs-btn-close-white-filter: invert(1) grayscale(100%) brightness(200%);box-sizing:content-box;width:1em;height:1em;padding:.25em .25em;color:var(--bs-btn-close-color);background:rgba(0,0,0,0) var(--bs-btn-close-bg) center/1em auto no-repeat;border:0;border-radius:.375rem;opacity:var(--bs-btn-close-opacity)}.btn-close:hover{color:var(--bs-btn-close-color);text-decoration:none;opacity:var(--bs-btn-close-hover-opacity)}.btn-close:focus{outline:0;box-shadow:var(--bs-btn-close-focus-shadow);opacity:var(--bs-btn-close-focus-opacity)}.btn-close:disabled,.btn-close.disabled{pointer-events:none;user-select:none;opacity:var(--bs-btn-close-disabled-opacity)}.btn-close-white{filter:var(--bs-btn-close-white-filter)}[data-bs-theme=dark] .btn-close{filter:var(--bs-btn-close-white-filter)}.toast{--bs-toast-zindex: 1090;--bs-toast-padding-x: 0.75rem;--bs-toast-padding-y: 0.5rem;--bs-toast-spacing: 1.5rem;--bs-toast-max-width: 350px;--bs-toast-font-size:0.875rem;--bs-toast-color: ;--bs-toast-bg: rgba(var(--bs-body-bg-rgb), 0.85);--bs-toast-border-width: var(--bs-border-width);--bs-toast-border-color: var(--bs-border-color-translucent);--bs-toast-border-radius: var(--bs-border-radius);--bs-toast-box-shadow: var(--bs-box-shadow);--bs-toast-header-color: var(--bs-secondary-color);--bs-toast-header-bg: rgba(var(--bs-body-bg-rgb), 0.85);--bs-toast-header-border-color: var(--bs-border-color-translucent);width:var(--bs-toast-max-width);max-width:100%;font-size:var(--bs-toast-font-size);color:var(--bs-toast-color);pointer-events:auto;background-color:var(--bs-toast-bg);background-clip:padding-box;border:var(--bs-toast-border-width) solid var(--bs-toast-border-color);box-shadow:var(--bs-toast-box-shadow);border-radius:var(--bs-toast-border-radius)}.toast.showing{opacity:0}.toast:not(.show){display:none}.toast-container{--bs-toast-zindex: 1090;position:absolute;z-index:var(--bs-toast-zindex);width:max-content;max-width:100%;pointer-events:none}.toast-container>:not(:last-child){margin-bottom:var(--bs-toast-spacing)}.toast-header{display:flex;align-items:center;padding:var(--bs-toast-padding-y) var(--bs-toast-padding-x);color:var(--bs-toast-header-color);background-color:var(--bs-toast-header-bg);background-clip:padding-box;border-bottom:var(--bs-toast-border-width) solid var(--bs-toast-header-border-color);border-top-left-radius:calc(var(--bs-toast-border-radius) - var(--bs-toast-border-width));border-top-right-radius:calc(var(--bs-toast-border-radius) - var(--bs-toast-border-width))}.toast-header .btn-close{margin-right:calc(-0.5*var(--bs-toast-padding-x));margin-left:var(--bs-toast-padding-x)}.toast-body{padding:var(--bs-toast-padding-x);word-wrap:break-word}.modal{--bs-modal-zindex: 1055;--bs-modal-width: 500px;--bs-modal-padding: 1rem;--bs-modal-margin: 0.5rem;--bs-modal-color: ;--bs-modal-bg: var(--bs-body-bg);--bs-modal-border-color: var(--bs-border-color-translucent);--bs-modal-border-width: var(--bs-border-width);--bs-modal-border-radius: var(--bs-border-radius-lg);--bs-modal-box-shadow: var(--bs-box-shadow-sm);--bs-modal-inner-border-radius: calc(var(--bs-border-radius-lg) - (var(--bs-border-width)));--bs-modal-header-padding-x: 1rem;--bs-modal-header-padding-y: 1rem;--bs-modal-header-padding: 1rem 1rem;--bs-modal-header-border-color: var(--bs-border-color);--bs-modal-header-border-width: var(--bs-border-width);--bs-modal-title-line-height: 1.5;--bs-modal-footer-gap: 0.5rem;--bs-modal-footer-bg: ;--bs-modal-footer-border-color: var(--bs-border-color);--bs-modal-footer-border-width: var(--bs-border-width);position:fixed;top:0;left:0;z-index:var(--bs-modal-zindex);display:none;width:100%;height:100%;overflow-x:hidden;overflow-y:auto;outline:0}.modal-dialog{position:relative;width:auto;margin:var(--bs-modal-margin);pointer-events:none}.modal.fade .modal-dialog{transition:transform .3s ease-out;transform:translate(0, -50px)}@media(prefers-reduced-motion: reduce){.modal.fade .modal-dialog{transition:none}}.modal.show .modal-dialog{transform:none}.modal.modal-static .modal-dialog{transform:scale(1.02)}.modal-dialog-scrollable{height:calc(100% - var(--bs-modal-margin)*2)}.modal-dialog-scrollable .modal-content{max-height:100%;overflow:hidden}.modal-dialog-scrollable .modal-body{overflow-y:auto}.modal-dialog-centered{display:flex;align-items:center;min-height:calc(100% - var(--bs-modal-margin)*2)}.modal-content{position:relative;display:flex;flex-direction:column;width:100%;color:var(--bs-modal-color);pointer-events:auto;background-color:var(--bs-modal-bg);background-clip:padding-box;border:var(--bs-modal-border-width) solid var(--bs-modal-border-color);border-radius:var(--bs-modal-border-radius);outline:0}.modal-backdrop{--bs-backdrop-zindex: 1050;--bs-backdrop-bg: #000;--bs-backdrop-opacity: 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.offcanvas-body{display:flex;flex-grow:0;padding:0;overflow-y:visible}}@media(min-width: 1400px){.navbar-expand-xxl{flex-wrap:nowrap;justify-content:flex-start}.navbar-expand-xxl .navbar-nav{flex-direction:row}.navbar-expand-xxl .navbar-nav .dropdown-menu{position:absolute}.navbar-expand-xxl .navbar-nav .nav-link{padding-right:var(--bs-navbar-nav-link-padding-x);padding-left:var(--bs-navbar-nav-link-padding-x)}.navbar-expand-xxl .navbar-nav-scroll{overflow:visible}.navbar-expand-xxl .navbar-collapse{display:flex !important;flex-basis:auto}.navbar-expand-xxl .navbar-toggler{display:none}.navbar-expand-xxl .offcanvas{position:static;z-index:auto;flex-grow:1;width:auto !important;height:auto !important;visibility:visible !important;background-color:rgba(0,0,0,0) !important;border:0 !important;transform:none !important;transition:none}.navbar-expand-xxl .offcanvas .offcanvas-header{display:none}.navbar-expand-xxl .offcanvas .offcanvas-body{display:flex;flex-grow:0;padding:0;overflow-y:visible}}.navbar-expand{flex-wrap:nowrap;justify-content:flex-start}.navbar-expand .navbar-nav{flex-direction:row}.navbar-expand .navbar-nav .dropdown-menu{position:absolute}.navbar-expand .navbar-nav .nav-link{padding-right:var(--bs-navbar-nav-link-padding-x);padding-left:var(--bs-navbar-nav-link-padding-x)}.navbar-expand .navbar-nav-scroll{overflow:visible}.navbar-expand .navbar-collapse{display:flex !important;flex-basis:auto}.navbar-expand .navbar-toggler{display:none}.navbar-expand .offcanvas{position:static;z-index:auto;flex-grow:1;width:auto !important;height:auto !important;visibility:visible !important;background-color:rgba(0,0,0,0) !important;border:0 !important;transform:none !important;transition:none}.navbar-expand .offcanvas .offcanvas-header{display:none}.navbar-expand .offcanvas .offcanvas-body{display:flex;flex-grow:0;padding:0;overflow-y:visible}.navbar-dark,.navbar[data-bs-theme=dark]{--bs-navbar-color: rgba(255, 255, 255, 0.55);--bs-navbar-hover-color: rgba(255, 255, 255, 0.75);--bs-navbar-disabled-color: rgba(255, 255, 255, 0.25);--bs-navbar-active-color: #fff;--bs-navbar-brand-color: #fff;--bs-navbar-brand-hover-color: #fff;--bs-navbar-toggler-border-color: rgba(255, 255, 255, 0.1);--bs-navbar-toggler-icon-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'%3e%3cpath stroke='rgba%28255, 255, 255, 0.55%29' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/%3e%3c/svg%3e")}[data-bs-theme=dark] .navbar-toggler-icon{--bs-navbar-toggler-icon-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'%3e%3cpath stroke='rgba%28255, 255, 255, 0.55%29' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/%3e%3c/svg%3e")}.card{--bs-card-spacer-y: 1rem;--bs-card-spacer-x: 1rem;--bs-card-title-spacer-y: 0.5rem;--bs-card-title-color: ;--bs-card-subtitle-color: ;--bs-card-border-width: var(--bs-border-width);--bs-card-border-color: var(--bs-border-color-translucent);--bs-card-border-radius: var(--bs-border-radius);--bs-card-box-shadow: ;--bs-card-inner-border-radius: calc(var(--bs-border-radius) - (var(--bs-border-width)));--bs-card-cap-padding-y: 0.5rem;--bs-card-cap-padding-x: 1rem;--bs-card-cap-bg: rgba(var(--bs-body-color-rgb), 0.03);--bs-card-cap-color: ;--bs-card-height: ;--bs-card-color: ;--bs-card-bg: var(--bs-body-bg);--bs-card-img-overlay-padding: 1rem;--bs-card-group-margin: 0.75rem;position:relative;display:flex;flex-direction:column;min-width:0;height:var(--bs-card-height);color:var(--bs-body-color);word-wrap:break-word;background-color:var(--bs-card-bg);background-clip:border-box;border:var(--bs-card-border-width) solid var(--bs-card-border-color);border-radius:var(--bs-card-border-radius)}.card>hr{margin-right:0;margin-left:0}.card>.list-group{border-top:inherit;border-bottom:inherit}.card>.list-group:first-child{border-top-width:0;border-top-left-radius:var(--bs-card-inner-border-radius);border-top-right-radius:var(--bs-card-inner-border-radius)}.card>.list-group:last-child{border-bottom-width:0;border-bottom-right-radius:var(--bs-card-inner-border-radius);border-bottom-left-radius:var(--bs-card-inner-border-radius)}.card>.card-header+.list-group,.card>.list-group+.card-footer{border-top:0}.card-body{flex:1 1 auto;padding:var(--bs-card-spacer-y) var(--bs-card-spacer-x);color:var(--bs-card-color)}.card-title{margin-bottom:var(--bs-card-title-spacer-y);color:var(--bs-card-title-color)}.card-subtitle{margin-top:calc(-0.5*var(--bs-card-title-spacer-y));margin-bottom:0;color:var(--bs-card-subtitle-color)}.card-text:last-child{margin-bottom:0}.card-link+.card-link{margin-left:var(--bs-card-spacer-x)}.card-header{padding:var(--bs-card-cap-padding-y) var(--bs-card-cap-padding-x);margin-bottom:0;color:var(--bs-card-cap-color);background-color:var(--bs-card-cap-bg);border-bottom:var(--bs-card-border-width) solid var(--bs-card-border-color)}.card-header:first-child{border-radius:var(--bs-card-inner-border-radius) var(--bs-card-inner-border-radius) 0 0}.card-footer{padding:var(--bs-card-cap-padding-y) var(--bs-card-cap-padding-x);color:var(--bs-card-cap-color);background-color:var(--bs-card-cap-bg);border-top:var(--bs-card-border-width) solid var(--bs-card-border-color)}.card-footer:last-child{border-radius:0 0 var(--bs-card-inner-border-radius) var(--bs-card-inner-border-radius)}.card-header-tabs{margin-right:calc(-0.5*var(--bs-card-cap-padding-x));margin-bottom:calc(-1*var(--bs-card-cap-padding-y));margin-left:calc(-0.5*var(--bs-card-cap-padding-x));border-bottom:0}.card-header-tabs .nav-link.active{background-color:var(--bs-card-bg);border-bottom-color:var(--bs-card-bg)}.card-header-pills{margin-right:calc(-0.5*var(--bs-card-cap-padding-x));margin-left:calc(-0.5*var(--bs-card-cap-padding-x))}.card-img-overlay{position:absolute;top:0;right:0;bottom:0;left:0;padding:var(--bs-card-img-overlay-padding);border-radius:var(--bs-card-inner-border-radius)}.card-img,.card-img-top,.card-img-bottom{width:100%}.card-img,.card-img-top{border-top-left-radius:var(--bs-card-inner-border-radius);border-top-right-radius:var(--bs-card-inner-border-radius)}.card-img,.card-img-bottom{border-bottom-right-radius:var(--bs-card-inner-border-radius);border-bottom-left-radius:var(--bs-card-inner-border-radius)}.card-group>.card{margin-bottom:var(--bs-card-group-margin)}@media(min-width: 576px){.card-group{display:flex;flex-flow:row wrap}.card-group>.card{flex:1 0 0%;margin-bottom:0}.card-group>.card+.card{margin-left:0;border-left:0}.card-group>.card:not(:last-child){border-top-right-radius:0;border-bottom-right-radius:0}.card-group>.card:not(:last-child) .card-img-top,.card-group>.card:not(:last-child) .card-header{border-top-right-radius:0}.card-group>.card:not(:last-child) .card-img-bottom,.card-group>.card:not(:last-child) .card-footer{border-bottom-right-radius:0}.card-group>.card:not(:first-child){border-top-left-radius:0;border-bottom-left-radius:0}.card-group>.card:not(:first-child) .card-img-top,.card-group>.card:not(:first-child) .card-header{border-top-left-radius:0}.card-group>.card:not(:first-child) .card-img-bottom,.card-group>.card:not(:first-child) .card-footer{border-bottom-left-radius:0}}.accordion{--bs-accordion-color: var(--bs-body-color);--bs-accordion-bg: var(--bs-body-bg);--bs-accordion-transition: color 0.15s ease-in-out, background-color 0.15s ease-in-out, border-color 0.15s ease-in-out, box-shadow 0.15s ease-in-out, border-radius 0.15s ease;--bs-accordion-border-color: var(--bs-border-color);--bs-accordion-border-width: var(--bs-border-width);--bs-accordion-border-radius: var(--bs-border-radius);--bs-accordion-inner-border-radius: calc(var(--bs-border-radius) - (var(--bs-border-width)));--bs-accordion-btn-padding-x: 1.25rem;--bs-accordion-btn-padding-y: 1rem;--bs-accordion-btn-color: var(--bs-body-color);--bs-accordion-btn-bg: var(--bs-accordion-bg);--bs-accordion-btn-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23212529'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e");--bs-accordion-btn-icon-width: 1.25rem;--bs-accordion-btn-icon-transform: rotate(-180deg);--bs-accordion-btn-icon-transition: transform 0.2s ease-in-out;--bs-accordion-btn-active-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23052c65'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e");--bs-accordion-btn-focus-border-color: #86b7fe;--bs-accordion-btn-focus-box-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);--bs-accordion-body-padding-x: 1.25rem;--bs-accordion-body-padding-y: 1rem;--bs-accordion-active-color: var(--bs-primary-text-emphasis);--bs-accordion-active-bg: var(--bs-primary-bg-subtle)}.accordion-button{position:relative;display:flex;align-items:center;width:100%;padding:var(--bs-accordion-btn-padding-y) var(--bs-accordion-btn-padding-x);font-size:1rem;color:var(--bs-accordion-btn-color);text-align:left;background-color:var(--bs-accordion-btn-bg);border:0;border-radius:0;overflow-anchor:none;transition:var(--bs-accordion-transition)}@media(prefers-reduced-motion: reduce){.accordion-button{transition:none}}.accordion-button:not(.collapsed){color:var(--bs-accordion-active-color);background-color:var(--bs-accordion-active-bg);box-shadow:inset 0 calc(-1*var(--bs-accordion-border-width)) 0 var(--bs-accordion-border-color)}.accordion-button:not(.collapsed)::after{background-image:var(--bs-accordion-btn-active-icon);transform:var(--bs-accordion-btn-icon-transform)}.accordion-button::after{flex-shrink:0;width:var(--bs-accordion-btn-icon-width);height:var(--bs-accordion-btn-icon-width);margin-left:auto;content:"";background-image:var(--bs-accordion-btn-icon);background-repeat:no-repeat;background-size:var(--bs-accordion-btn-icon-width);transition:var(--bs-accordion-btn-icon-transition)}@media(prefers-reduced-motion: reduce){.accordion-button::after{transition:none}}.accordion-button:hover{z-index:2}.accordion-button:focus{z-index:3;border-color:var(--bs-accordion-btn-focus-border-color);outline:0;box-shadow:var(--bs-accordion-btn-focus-box-shadow)}.accordion-header{margin-bottom:0}.accordion-item{color:var(--bs-accordion-color);background-color:var(--bs-accordion-bg);border:var(--bs-accordion-border-width) solid var(--bs-accordion-border-color)}.accordion-item:first-of-type{border-top-left-radius:var(--bs-accordion-border-radius);border-top-right-radius:var(--bs-accordion-border-radius)}.accordion-item:first-of-type .accordion-button{border-top-left-radius:var(--bs-accordion-inner-border-radius);border-top-right-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:not(:first-of-type){border-top:0}.accordion-item:last-of-type{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-item:last-of-type .accordion-button.collapsed{border-bottom-right-radius:var(--bs-accordion-inner-border-radius);border-bottom-left-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:last-of-type .accordion-collapse{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-body{padding:var(--bs-accordion-body-padding-y) var(--bs-accordion-body-padding-x)}.accordion-flush .accordion-collapse{border-width:0}.accordion-flush .accordion-item{border-right:0;border-left:0;border-radius:0}.accordion-flush .accordion-item:first-child{border-top:0}.accordion-flush .accordion-item:last-child{border-bottom:0}.accordion-flush .accordion-item .accordion-button,.accordion-flush .accordion-item .accordion-button.collapsed{border-radius:0}[data-bs-theme=dark] .accordion-button::after{--bs-accordion-btn-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%236ea8fe'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e");--bs-accordion-btn-active-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%236ea8fe'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e")}.breadcrumb{--bs-breadcrumb-padding-x: 0;--bs-breadcrumb-padding-y: 0;--bs-breadcrumb-margin-bottom: 1rem;--bs-breadcrumb-bg: ;--bs-breadcrumb-border-radius: ;--bs-breadcrumb-divider-color: var(--bs-secondary-color);--bs-breadcrumb-item-padding-x: 0.5rem;--bs-breadcrumb-item-active-color: var(--bs-secondary-color);display:flex;flex-wrap:wrap;padding:var(--bs-breadcrumb-padding-y) var(--bs-breadcrumb-padding-x);margin-bottom:var(--bs-breadcrumb-margin-bottom);font-size:var(--bs-breadcrumb-font-size);list-style:none;background-color:var(--bs-breadcrumb-bg);border-radius:var(--bs-breadcrumb-border-radius)}.breadcrumb-item+.breadcrumb-item{padding-left:var(--bs-breadcrumb-item-padding-x)}.breadcrumb-item+.breadcrumb-item::before{float:left;padding-right:var(--bs-breadcrumb-item-padding-x);color:var(--bs-breadcrumb-divider-color);content:var(--bs-breadcrumb-divider, "/") /* rtl: var(--bs-breadcrumb-divider, "/") */}.breadcrumb-item.active{color:var(--bs-breadcrumb-item-active-color)}.pagination{--bs-pagination-padding-x: 0.75rem;--bs-pagination-padding-y: 0.375rem;--bs-pagination-font-size:1rem;--bs-pagination-color: var(--bs-link-color);--bs-pagination-bg: var(--bs-body-bg);--bs-pagination-border-width: var(--bs-border-width);--bs-pagination-border-color: var(--bs-border-color);--bs-pagination-border-radius: var(--bs-border-radius);--bs-pagination-hover-color: var(--bs-link-hover-color);--bs-pagination-hover-bg: var(--bs-tertiary-bg);--bs-pagination-hover-border-color: var(--bs-border-color);--bs-pagination-focus-color: var(--bs-link-hover-color);--bs-pagination-focus-bg: var(--bs-secondary-bg);--bs-pagination-focus-box-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);--bs-pagination-active-color: #fff;--bs-pagination-active-bg: #0d6efd;--bs-pagination-active-border-color: #0d6efd;--bs-pagination-disabled-color: var(--bs-secondary-color);--bs-pagination-disabled-bg: var(--bs-secondary-bg);--bs-pagination-disabled-border-color: var(--bs-border-color);display:flex;padding-left:0;list-style:none}.page-link{position:relative;display:block;padding:var(--bs-pagination-padding-y) var(--bs-pagination-padding-x);font-size:var(--bs-pagination-font-size);color:var(--bs-pagination-color);text-decoration:none;background-color:var(--bs-pagination-bg);border:var(--bs-pagination-border-width) solid var(--bs-pagination-border-color);transition:color .15s ease-in-out,background-color .15s ease-in-out,border-color .15s ease-in-out,box-shadow .15s ease-in-out}@media(prefers-reduced-motion: reduce){.page-link{transition:none}}.page-link:hover{z-index:2;color:var(--bs-pagination-hover-color);background-color:var(--bs-pagination-hover-bg);border-color:var(--bs-pagination-hover-border-color)}.page-link:focus{z-index:3;color:var(--bs-pagination-focus-color);background-color:var(--bs-pagination-focus-bg);outline:0;box-shadow:var(--bs-pagination-focus-box-shadow)}.page-link.active,.active>.page-link{z-index:3;color:var(--bs-pagination-active-color);background-color:var(--bs-pagination-active-bg);border-color:var(--bs-pagination-active-border-color)}.page-link.disabled,.disabled>.page-link{color:var(--bs-pagination-disabled-color);pointer-events:none;background-color:var(--bs-pagination-disabled-bg);border-color:var(--bs-pagination-disabled-border-color)}.page-item:not(:first-child) .page-link{margin-left:calc(var(--bs-border-width) * -1)}.page-item:first-child .page-link{border-top-left-radius:var(--bs-pagination-border-radius);border-bottom-left-radius:var(--bs-pagination-border-radius)}.page-item:last-child .page-link{border-top-right-radius:var(--bs-pagination-border-radius);border-bottom-right-radius:var(--bs-pagination-border-radius)}.pagination-lg{--bs-pagination-padding-x: 1.5rem;--bs-pagination-padding-y: 0.75rem;--bs-pagination-font-size:1.25rem;--bs-pagination-border-radius: var(--bs-border-radius-lg)}.pagination-sm{--bs-pagination-padding-x: 0.5rem;--bs-pagination-padding-y: 0.25rem;--bs-pagination-font-size:0.875rem;--bs-pagination-border-radius: var(--bs-border-radius-sm)}.badge{--bs-badge-padding-x: 0.65em;--bs-badge-padding-y: 0.35em;--bs-badge-font-size:0.75em;--bs-badge-font-weight: 700;--bs-badge-color: #fff;--bs-badge-border-radius: var(--bs-border-radius);display:inline-block;padding:var(--bs-badge-padding-y) var(--bs-badge-padding-x);font-size:var(--bs-badge-font-size);font-weight:var(--bs-badge-font-weight);line-height:1;color:var(--bs-badge-color);text-align:center;white-space:nowrap;vertical-align:baseline;border-radius:var(--bs-badge-border-radius)}.badge:empty{display:none}.btn .badge{position:relative;top:-1px}.alert{--bs-alert-bg: transparent;--bs-alert-padding-x: 1rem;--bs-alert-padding-y: 1rem;--bs-alert-margin-bottom: 1rem;--bs-alert-color: inherit;--bs-alert-border-color: transparent;--bs-alert-border: var(--bs-border-width) solid var(--bs-alert-border-color);--bs-alert-border-radius: var(--bs-border-radius);--bs-alert-link-color: inherit;position:relative;padding:var(--bs-alert-padding-y) var(--bs-alert-padding-x);margin-bottom:var(--bs-alert-margin-bottom);color:var(--bs-alert-color);background-color:var(--bs-alert-bg);border:var(--bs-alert-border);border-radius:var(--bs-alert-border-radius)}.alert-heading{color:inherit}.alert-link{font-weight:700;color:var(--bs-alert-link-color)}.alert-dismissible{padding-right:3rem}.alert-dismissible .btn-close{position:absolute;top:0;right:0;z-index:2;padding:1.25rem 1rem}.alert-primary{--bs-alert-color: var(--bs-primary-text-emphasis);--bs-alert-bg: var(--bs-primary-bg-subtle);--bs-alert-border-color: var(--bs-primary-border-subtle);--bs-alert-link-color: var(--bs-primary-text-emphasis)}.alert-secondary{--bs-alert-color: var(--bs-secondary-text-emphasis);--bs-alert-bg: var(--bs-secondary-bg-subtle);--bs-alert-border-color: var(--bs-secondary-border-subtle);--bs-alert-link-color: var(--bs-secondary-text-emphasis)}.alert-success{--bs-alert-color: var(--bs-success-text-emphasis);--bs-alert-bg: var(--bs-success-bg-subtle);--bs-alert-border-color: var(--bs-success-border-subtle);--bs-alert-link-color: var(--bs-success-text-emphasis)}.alert-info{--bs-alert-color: var(--bs-info-text-emphasis);--bs-alert-bg: var(--bs-info-bg-subtle);--bs-alert-border-color: var(--bs-info-border-subtle);--bs-alert-link-color: var(--bs-info-text-emphasis)}.alert-warning{--bs-alert-color: var(--bs-warning-text-emphasis);--bs-alert-bg: var(--bs-warning-bg-subtle);--bs-alert-border-color: var(--bs-warning-border-subtle);--bs-alert-link-color: var(--bs-warning-text-emphasis)}.alert-danger{--bs-alert-color: var(--bs-danger-text-emphasis);--bs-alert-bg: var(--bs-danger-bg-subtle);--bs-alert-border-color: var(--bs-danger-border-subtle);--bs-alert-link-color: var(--bs-danger-text-emphasis)}.alert-light{--bs-alert-color: var(--bs-light-text-emphasis);--bs-alert-bg: var(--bs-light-bg-subtle);--bs-alert-border-color: var(--bs-light-border-subtle);--bs-alert-link-color: var(--bs-light-text-emphasis)}.alert-dark{--bs-alert-color: var(--bs-dark-text-emphasis);--bs-alert-bg: var(--bs-dark-bg-subtle);--bs-alert-border-color: var(--bs-dark-border-subtle);--bs-alert-link-color: var(--bs-dark-text-emphasis)}@keyframes progress-bar-stripes{0%{background-position-x:1rem}}.progress,.progress-stacked{--bs-progress-height: 1rem;--bs-progress-font-size:0.75rem;--bs-progress-bg: var(--bs-secondary-bg);--bs-progress-border-radius: var(--bs-border-radius);--bs-progress-box-shadow: var(--bs-box-shadow-inset);--bs-progress-bar-color: #fff;--bs-progress-bar-bg: #0d6efd;--bs-progress-bar-transition: width 0.6s ease;display:flex;height:var(--bs-progress-height);overflow:hidden;font-size:var(--bs-progress-font-size);background-color:var(--bs-progress-bg);border-radius:var(--bs-progress-border-radius)}.progress-bar{display:flex;flex-direction:column;justify-content:center;overflow:hidden;color:var(--bs-progress-bar-color);text-align:center;white-space:nowrap;background-color:var(--bs-progress-bar-bg);transition:var(--bs-progress-bar-transition)}@media(prefers-reduced-motion: reduce){.progress-bar{transition:none}}.progress-bar-striped{background-image:linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-size:var(--bs-progress-height) var(--bs-progress-height)}.progress-stacked>.progress{overflow:visible}.progress-stacked>.progress>.progress-bar{width:100%}.progress-bar-animated{animation:1s linear infinite progress-bar-stripes}@media(prefers-reduced-motion: reduce){.progress-bar-animated{animation:none}}.list-group{--bs-list-group-color: var(--bs-body-color);--bs-list-group-bg: var(--bs-body-bg);--bs-list-group-border-color: var(--bs-border-color);--bs-list-group-border-width: var(--bs-border-width);--bs-list-group-border-radius: var(--bs-border-radius);--bs-list-group-item-padding-x: 1rem;--bs-list-group-item-padding-y: 0.5rem;--bs-list-group-action-color: var(--bs-secondary-color);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-tertiary-bg);--bs-list-group-action-active-color: var(--bs-body-color);--bs-list-group-action-active-bg: var(--bs-secondary-bg);--bs-list-group-disabled-color: var(--bs-secondary-color);--bs-list-group-disabled-bg: var(--bs-body-bg);--bs-list-group-active-color: #fff;--bs-list-group-active-bg: #0d6efd;--bs-list-group-active-border-color: #0d6efd;display:flex;flex-direction:column;padding-left:0;margin-bottom:0;border-radius:var(--bs-list-group-border-radius)}.list-group-numbered{list-style-type:none;counter-reset:section}.list-group-numbered>.list-group-item::before{content:counters(section, ".") ". ";counter-increment:section}.list-group-item-action{width:100%;color:var(--bs-list-group-action-color);text-align:inherit}.list-group-item-action:hover,.list-group-item-action:focus{z-index:1;color:var(--bs-list-group-action-hover-color);text-decoration:none;background-color:var(--bs-list-group-action-hover-bg)}.list-group-item-action:active{color:var(--bs-list-group-action-active-color);background-color:var(--bs-list-group-action-active-bg)}.list-group-item{position:relative;display:block;padding:var(--bs-list-group-item-padding-y) var(--bs-list-group-item-padding-x);color:var(--bs-list-group-color);text-decoration:none;background-color:var(--bs-list-group-bg);border:var(--bs-list-group-border-width) solid var(--bs-list-group-border-color)}.list-group-item:first-child{border-top-left-radius:inherit;border-top-right-radius:inherit}.list-group-item:last-child{border-bottom-right-radius:inherit;border-bottom-left-radius:inherit}.list-group-item.disabled,.list-group-item:disabled{color:var(--bs-list-group-disabled-color);pointer-events:none;background-color:var(--bs-list-group-disabled-bg)}.list-group-item.active{z-index:2;color:var(--bs-list-group-active-color);background-color:var(--bs-list-group-active-bg);border-color:var(--bs-list-group-active-border-color)}.list-group-item+.list-group-item{border-top-width:0}.list-group-item+.list-group-item.active{margin-top:calc(-1*var(--bs-list-group-border-width));border-top-width:var(--bs-list-group-border-width)}.list-group-horizontal{flex-direction:row}.list-group-horizontal>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal>.list-group-item.active{margin-top:0}.list-group-horizontal>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}@media(min-width: 576px){.list-group-horizontal-sm{flex-direction:row}.list-group-horizontal-sm>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-sm>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-sm>.list-group-item.active{margin-top:0}.list-group-horizontal-sm>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-sm>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 768px){.list-group-horizontal-md{flex-direction:row}.list-group-horizontal-md>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-md>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-md>.list-group-item.active{margin-top:0}.list-group-horizontal-md>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-md>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 992px){.list-group-horizontal-lg{flex-direction:row}.list-group-horizontal-lg>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-lg>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-lg>.list-group-item.active{margin-top:0}.list-group-horizontal-lg>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-lg>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 1200px){.list-group-horizontal-xl{flex-direction:row}.list-group-horizontal-xl>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-xl>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-xl>.list-group-item.active{margin-top:0}.list-group-horizontal-xl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xl>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 1400px){.list-group-horizontal-xxl{flex-direction:row}.list-group-horizontal-xxl>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-xxl>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-xxl>.list-group-item.active{margin-top:0}.list-group-horizontal-xxl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xxl>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}.list-group-flush{border-radius:0}.list-group-flush>.list-group-item{border-width:0 0 var(--bs-list-group-border-width)}.list-group-flush>.list-group-item:last-child{border-bottom-width:0}.list-group-item-primary{--bs-list-group-color: var(--bs-primary-text-emphasis);--bs-list-group-bg: var(--bs-primary-bg-subtle);--bs-list-group-border-color: var(--bs-primary-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-primary-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-primary-border-subtle);--bs-list-group-active-color: var(--bs-primary-bg-subtle);--bs-list-group-active-bg: var(--bs-primary-text-emphasis);--bs-list-group-active-border-color: var(--bs-primary-text-emphasis)}.list-group-item-secondary{--bs-list-group-color: var(--bs-secondary-text-emphasis);--bs-list-group-bg: var(--bs-secondary-bg-subtle);--bs-list-group-border-color: var(--bs-secondary-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-secondary-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-secondary-border-subtle);--bs-list-group-active-color: var(--bs-secondary-bg-subtle);--bs-list-group-active-bg: var(--bs-secondary-text-emphasis);--bs-list-group-active-border-color: var(--bs-secondary-text-emphasis)}.list-group-item-success{--bs-list-group-color: var(--bs-success-text-emphasis);--bs-list-group-bg: var(--bs-success-bg-subtle);--bs-list-group-border-color: var(--bs-success-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-success-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-success-border-subtle);--bs-list-group-active-color: var(--bs-success-bg-subtle);--bs-list-group-active-bg: var(--bs-success-text-emphasis);--bs-list-group-active-border-color: var(--bs-success-text-emphasis)}.list-group-item-info{--bs-list-group-color: var(--bs-info-text-emphasis);--bs-list-group-bg: var(--bs-info-bg-subtle);--bs-list-group-border-color: var(--bs-info-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-info-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-info-border-subtle);--bs-list-group-active-color: var(--bs-info-bg-subtle);--bs-list-group-active-bg: var(--bs-info-text-emphasis);--bs-list-group-active-border-color: var(--bs-info-text-emphasis)}.list-group-item-warning{--bs-list-group-color: var(--bs-warning-text-emphasis);--bs-list-group-bg: var(--bs-warning-bg-subtle);--bs-list-group-border-color: var(--bs-warning-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-warning-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-warning-border-subtle);--bs-list-group-active-color: var(--bs-warning-bg-subtle);--bs-list-group-active-bg: var(--bs-warning-text-emphasis);--bs-list-group-active-border-color: var(--bs-warning-text-emphasis)}.list-group-item-danger{--bs-list-group-color: var(--bs-danger-text-emphasis);--bs-list-group-bg: var(--bs-danger-bg-subtle);--bs-list-group-border-color: var(--bs-danger-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-danger-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-danger-border-subtle);--bs-list-group-active-color: var(--bs-danger-bg-subtle);--bs-list-group-active-bg: var(--bs-danger-text-emphasis);--bs-list-group-active-border-color: var(--bs-danger-text-emphasis)}.list-group-item-light{--bs-list-group-color: var(--bs-light-text-emphasis);--bs-list-group-bg: var(--bs-light-bg-subtle);--bs-list-group-border-color: var(--bs-light-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-light-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-light-border-subtle);--bs-list-group-active-color: var(--bs-light-bg-subtle);--bs-list-group-active-bg: var(--bs-light-text-emphasis);--bs-list-group-active-border-color: var(--bs-light-text-emphasis)}.list-group-item-dark{--bs-list-group-color: var(--bs-dark-text-emphasis);--bs-list-group-bg: var(--bs-dark-bg-subtle);--bs-list-group-border-color: var(--bs-dark-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-dark-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-dark-border-subtle);--bs-list-group-active-color: var(--bs-dark-bg-subtle);--bs-list-group-active-bg: var(--bs-dark-text-emphasis);--bs-list-group-active-border-color: var(--bs-dark-text-emphasis)}.btn-close{--bs-btn-close-color: #000;--bs-btn-close-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23000'%3e%3cpath d='M.293.293a1 1 0 0 1 1.414 0L8 6.586 14.293.293a1 1 0 1 1 1.414 1.414L9.414 8l6.293 6.293a1 1 0 0 1-1.414 1.414L8 9.414l-6.293 6.293a1 1 0 0 1-1.414-1.414L6.586 8 .293 1.707a1 1 0 0 1 0-1.414z'/%3e%3c/svg%3e");--bs-btn-close-opacity: 0.5;--bs-btn-close-hover-opacity: 0.75;--bs-btn-close-focus-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);--bs-btn-close-focus-opacity: 1;--bs-btn-close-disabled-opacity: 0.25;--bs-btn-close-white-filter: invert(1) grayscale(100%) brightness(200%);box-sizing:content-box;width:1em;height:1em;padding:.25em .25em;color:var(--bs-btn-close-color);background:rgba(0,0,0,0) var(--bs-btn-close-bg) center/1em auto no-repeat;border:0;border-radius:.375rem;opacity:var(--bs-btn-close-opacity)}.btn-close:hover{color:var(--bs-btn-close-color);text-decoration:none;opacity:var(--bs-btn-close-hover-opacity)}.btn-close:focus{outline:0;box-shadow:var(--bs-btn-close-focus-shadow);opacity:var(--bs-btn-close-focus-opacity)}.btn-close:disabled,.btn-close.disabled{pointer-events:none;user-select:none;opacity:var(--bs-btn-close-disabled-opacity)}.btn-close-white{filter:var(--bs-btn-close-white-filter)}[data-bs-theme=dark] .btn-close{filter:var(--bs-btn-close-white-filter)}.toast{--bs-toast-zindex: 1090;--bs-toast-padding-x: 0.75rem;--bs-toast-padding-y: 0.5rem;--bs-toast-spacing: 1.5rem;--bs-toast-max-width: 350px;--bs-toast-font-size:0.875rem;--bs-toast-color: ;--bs-toast-bg: rgba(var(--bs-body-bg-rgb), 0.85);--bs-toast-border-width: var(--bs-border-width);--bs-toast-border-color: var(--bs-border-color-translucent);--bs-toast-border-radius: var(--bs-border-radius);--bs-toast-box-shadow: var(--bs-box-shadow);--bs-toast-header-color: var(--bs-secondary-color);--bs-toast-header-bg: rgba(var(--bs-body-bg-rgb), 0.85);--bs-toast-header-border-color: var(--bs-border-color-translucent);width:var(--bs-toast-max-width);max-width:100%;font-size:var(--bs-toast-font-size);color:var(--bs-toast-color);pointer-events:auto;background-color:var(--bs-toast-bg);background-clip:padding-box;border:var(--bs-toast-border-width) solid var(--bs-toast-border-color);box-shadow:var(--bs-toast-box-shadow);border-radius:var(--bs-toast-border-radius)}.toast.showing{opacity:0}.toast:not(.show){display:none}.toast-container{--bs-toast-zindex: 1090;position:absolute;z-index:var(--bs-toast-zindex);width:max-content;max-width:100%;pointer-events:none}.toast-container>:not(:last-child){margin-bottom:var(--bs-toast-spacing)}.toast-header{display:flex;align-items:center;padding:var(--bs-toast-padding-y) var(--bs-toast-padding-x);color:var(--bs-toast-header-color);background-color:var(--bs-toast-header-bg);background-clip:padding-box;border-bottom:var(--bs-toast-border-width) solid var(--bs-toast-header-border-color);border-top-left-radius:calc(var(--bs-toast-border-radius) - var(--bs-toast-border-width));border-top-right-radius:calc(var(--bs-toast-border-radius) - var(--bs-toast-border-width))}.toast-header .btn-close{margin-right:calc(-0.5*var(--bs-toast-padding-x));margin-left:var(--bs-toast-padding-x)}.toast-body{padding:var(--bs-toast-padding-x);word-wrap:break-word}.modal{--bs-modal-zindex: 1055;--bs-modal-width: 500px;--bs-modal-padding: 1rem;--bs-modal-margin: 0.5rem;--bs-modal-color: ;--bs-modal-bg: var(--bs-body-bg);--bs-modal-border-color: var(--bs-border-color-translucent);--bs-modal-border-width: var(--bs-border-width);--bs-modal-border-radius: var(--bs-border-radius-lg);--bs-modal-box-shadow: var(--bs-box-shadow-sm);--bs-modal-inner-border-radius: calc(var(--bs-border-radius-lg) - (var(--bs-border-width)));--bs-modal-header-padding-x: 1rem;--bs-modal-header-padding-y: 1rem;--bs-modal-header-padding: 1rem 1rem;--bs-modal-header-border-color: var(--bs-border-color);--bs-modal-header-border-width: var(--bs-border-width);--bs-modal-title-line-height: 1.5;--bs-modal-footer-gap: 0.5rem;--bs-modal-footer-bg: ;--bs-modal-footer-border-color: var(--bs-border-color);--bs-modal-footer-border-width: var(--bs-border-width);position:fixed;top:0;left:0;z-index:var(--bs-modal-zindex);display:none;width:100%;height:100%;overflow-x:hidden;overflow-y:auto;outline:0}.modal-dialog{position:relative;width:auto;margin:var(--bs-modal-margin);pointer-events:none}.modal.fade .modal-dialog{transition:transform .3s ease-out;transform:translate(0, -50px)}@media(prefers-reduced-motion: reduce){.modal.fade .modal-dialog{transition:none}}.modal.show .modal-dialog{transform:none}.modal.modal-static 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diff --git a/assets/styles.css.map b/assets/styles.css.map
index 20331e4b1..8bfaddeba 100644
--- a/assets/styles.css.map
+++ b/assets/styles.css.map
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diff --git a/discuss.html b/discuss.html
index 13b79364e..af11c45c7 100644
--- a/discuss.html
+++ b/discuss.html
@@ -305,10 +305,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -328,7 +328,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -371,8 +371,7 @@ <h1>Discussion</h1>
 
         
 
-<section><h2 class="section-heading" id="rules-of-debugging">Rules of Debugging<a class="anchor" aria-label="anchor" href="#rules-of-debugging"></a>
-<a class="anchor" aria-label="anchor" href="#rules-of-debugging"></a></h2>
+<section><h2 class="section-heading" id="rules-of-debugging">Rules of Debugging<a class="anchor" aria-label="anchor" href="#rules-of-debugging"></a></h2>
 <hr class="half-width"><ol style="list-style-type: decimal"><li>Fail early, fail often.</li>
 <li>Always initialize from data.</li>
 <li>Know what it’s supposed to do.</li>
@@ -384,8 +383,7 @@ <h1>Discussion</h1>
 <li>Test the simple things first.</li>
 </ol><p>And remember, a week of hard work can sometimes save you an hour of
 thought.</p>
-</section><section><h2 class="section-heading" id="the-call-stack">The Call Stack<a class="anchor" aria-label="anchor" href="#the-call-stack"></a>
-<a class="anchor" aria-label="anchor" href="#the-call-stack"></a></h2>
+</section><section><h2 class="section-heading" id="the-call-stack">The Call Stack<a class="anchor" aria-label="anchor" href="#the-call-stack"></a></h2>
 <hr class="half-width"><p>Let’s take a closer look at what happens when we call
 <code>fahr_to_celsius(32.0)</code>. To make things clearer, we’ll start
 by putting the initial value 32.0 in a variable and store the final
@@ -507,8 +505,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="following-the-call-stack" class="callout-inner">
-<h3 class="callout-title">Following the Call Stack<a class="anchor" aria-label="anchor" href="#following-the-call-stack"></a>
-</h3>
+<h3 class="callout-title">Following the Call Stack</h3>
 <div class="callout-content">
 <p>We previously wrote functions called <code>fence</code> and
 <code>outer</code>. Draw a diagram showing how the call stack changes
@@ -521,8 +518,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="image-grids">Image Grids<a class="anchor" aria-label="anchor" href="#image-grids"></a>
-<a class="anchor" aria-label="anchor" href="#image-grids"></a></h2>
+</section><section><h2 class="section-heading" id="image-grids">Image Grids<a class="anchor" aria-label="anchor" href="#image-grids"></a></h2>
 <hr class="half-width"><p>Let’s start by creating some simple heat maps of our own using a
 library called <code>ipythonblocks</code>. The first step is to create
 our own “image”:</p>
@@ -665,8 +661,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="making-a-colorbar" class="callout-inner">
-<h3 class="callout-title">Making a Colorbar<a class="anchor" aria-label="anchor" href="#making-a-colorbar"></a>
-</h3>
+<h3 class="callout-title">Making a Colorbar</h3>
 <div class="callout-content">
 <p>Fill in the <code>____</code> in the code below to create a bar that
 changes color from dark blue to black.</p>
@@ -686,8 +681,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="why-rgb" class="callout-inner">
-<h3 class="callout-title">Why RGB?<a class="anchor" aria-label="anchor" href="#why-rgb"></a>
-</h3>
+<h3 class="callout-title">Why RGB?</h3>
 <div class="callout-content">
 <p>Why do computers use red, green, and blue as their primary
 colors?</p>
@@ -699,8 +693,7 @@ <h3 class="callout-title">Why RGB?<a class="anchor" aria-label="anchor" href="#w
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="nested-loops" class="callout-inner">
-<h3 class="callout-title">Nested Loops<a class="anchor" aria-label="anchor" href="#nested-loops"></a>
-</h3>
+<h3 class="callout-title">Nested Loops</h3>
 <div class="callout-content">
 <p>Will changing the nesting of the loops in the code above — i.e.,
 wrapping the Y-axis loop around the X-axis loop — change the final
@@ -713,8 +706,7 @@ <h3 class="callout-title">Nested Loops<a class="anchor" aria-label="anchor" href
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="where-to-change-data" class="callout-inner">
-<h3 class="callout-title">Where to Change Data<a class="anchor" aria-label="anchor" href="#where-to-change-data"></a>
-</h3>
+<h3 class="callout-title">Where to Change Data</h3>
 <div class="callout-content">
 <p>Why did we transpose our data outside our heat map function? Why not
 have the function perform the transpose?</p>
@@ -726,8 +718,7 @@ <h3 class="callout-title">Where to Change Data<a class="anchor" aria-label="anch
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="return-versus-display" class="callout-inner">
-<h3 class="callout-title">Return Versus Display<a class="anchor" aria-label="anchor" href="#return-versus-display"></a>
-</h3>
+<h3 class="callout-title">Return Versus Display</h3>
 <div class="callout-content">
 <p>Why does the heat map function return the grid rather than displaying
 it immediately? Do you think this is a good or bad design choice?</p>
@@ -770,7 +761,7 @@ <h3 class="callout-title">Return Versus Display<a class="anchor" aria-label="anc
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">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/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -793,7 +784,7 @@ <h3 class="callout-title">Return Versus Display<a class="anchor" aria-label="anc
   "identifier": "https://swcarpentry.github.io/python-novice-inflammation/discuss.html",
   "dateCreated": "2014-11-25",
   "dateModified": "2023-04-21",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/extra_exercises.html b/extra_exercises.html
index 7da642fe9..53e8ab490 100644
--- a/extra_exercises.html
+++ b/extra_exercises.html
@@ -305,10 +305,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -328,7 +328,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -379,8 +379,7 @@ <h1>Additional Exercises</h1>
 </div>
 <div id="swapping-the-contents-of-variables-5-min" class="callout-inner">
 <h3 class="callout-title">Swapping the contents of variables (5
-min)<a class="anchor" aria-label="anchor" href="#swapping-the-contents-of-variables-5-min"></a>
-</h3>
+min)</h3>
 <div class="callout-content">
 <p>Explain what the overall effect of this code is:</p>
 <div class="codewrapper sourceCode" id="cb1">
@@ -437,8 +436,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="turn-a-string-into-a-list" class="callout-inner">
-<h3 class="callout-title">Turn a String into a List<a class="anchor" aria-label="anchor" href="#turn-a-string-into-a-list"></a>
-</h3>
+<h3 class="callout-title">Turn a String into a List</h3>
 <div class="callout-content">
 <p>Use a for-loop to convert the string “hello” into a list of
 letters:</p>
@@ -480,8 +478,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="reverse-a-string" class="callout-inner">
-<h3 class="callout-title">Reverse a String<a class="anchor" aria-label="anchor" href="#reverse-a-string"></a>
-</h3>
+<h3 class="callout-title">Reverse a String</h3>
 <div class="callout-content">
 <p>Knowing that two strings can be concatenated using the <code>+</code>
 operator, write a loop that takes a string and produces a new string
@@ -515,8 +512,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="fixing-and-testing" class="callout-inner">
-<h3 class="callout-title">Fixing and Testing<a class="anchor" aria-label="anchor" href="#fixing-and-testing"></a>
-</h3>
+<h3 class="callout-title">Fixing and Testing</h3>
 <div class="callout-content">
 <p>From: “Defensive Programming”</p>
 <p>Fix <code>range_overlap</code>. Re-run
@@ -590,7 +586,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">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/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -613,7 +609,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
   "identifier": "https://swcarpentry.github.io/python-novice-inflammation/extra_exercises.html",
   "dateCreated": "2014-11-25",
   "dateModified": "2023-04-21",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/images.html b/images.html
index 94e74b3f5..a6acd65a9 100644
--- a/images.html
+++ b/images.html
@@ -381,10 +381,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
             </div>
 
             <hr class="half-width">
-<div class="accordion accordion-flush resources" id="accordionFlush12">
+<div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -407,7 +407,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources">
+            <hr class="half-width lesson-resources">
 <a href="aio.html">See all in one page</a>
 
 
@@ -553,7 +553,7 @@ <h3 id="10-defensive-figure-1">Figure 1</h3>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">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/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer>
 </div> <!-- / div.container -->
@@ -576,8 +576,8 @@ <h3 id="10-defensive-figure-1">Figure 1</h3>
   "url": "https://swcarpentry.github.io/python-novice-inflammation/images.html",
   "identifier": "https://swcarpentry.github.io/python-novice-inflammation/images.html",
   "dateCreated": "2014-11-25",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
+  "dateModified": "2024-08-27",
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/index.html b/index.html
index 8e85558b8..de4f88372 100644
--- a/index.html
+++ b/index.html
@@ -322,10 +322,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -345,7 +345,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -412,8 +412,7 @@ <h3 id="data-format">Data Format<a class="anchor" aria-label="anchor" href="#dat
 <i class="callout-icon" data-feather="check"></i>
 </div>
 <div id="prerequisites" class="callout-inner">
-<h3 class="callout-title">Prerequisites<a class="anchor" aria-label="anchor" href="#prerequisites"></a>
-</h3>
+<h3 class="callout-title">Prerequisites</h3>
 <div class="callout-content">
 <p>You need to understand the concepts of <strong>files</strong> and
 <strong>directories</strong> and how to start a Python interpreter
@@ -434,13 +433,11 @@ <h3 id="getting-started">Getting Started<a class="anchor" aria-label="anchor" hr
 </div>
 
 
-      <section id="setup"><section><h2 class="section-heading" id="overview">Overview<a class="anchor" aria-label="anchor" href="#overview"></a>
-<a class="anchor" aria-label="anchor" href="#overview"></a></h2>
+      <section id="setup"><section><h2 class="section-heading" id="overview">Overview<a class="anchor" aria-label="anchor" href="#overview"></a></h2>
 <hr class="half-width"><p>This lesson is designed to be run on a personal computer. All of the
 software and data used in this lesson are freely available online, and
 instructions on how to obtain them are provided below.</p>
-</section><section><h2 class="section-heading" id="install-python">Install Python<a class="anchor" aria-label="anchor" href="#install-python"></a>
-<a class="anchor" aria-label="anchor" href="#install-python"></a></h2>
+</section><section><h2 class="section-heading" id="install-python">Install Python<a class="anchor" aria-label="anchor" href="#install-python"></a></h2>
 <hr class="half-width"><p>In this lesson, we will be using Python 3 with some of its most
 popular scientific libraries. Although one can install a plain-vanilla
 Python and all required libraries by hand, we recommend installing <a href="https://www.anaconda.com/" class="external-link">Anaconda</a>, a Python distribution
@@ -449,8 +446,7 @@ <h3 id="getting-started">Getting Started<a class="anchor" aria-label="anchor" hr
 Carpentries <a href="https://carpentries.github.io/workshop-template/install_instructions/#python" class="external-link">template
 website for workshops</a> and in <a href="https://docs.anaconda.com/anaconda/install" class="external-link">Anaconda
 documentation</a>.</p>
-</section><section><h2 class="section-heading" id="obtain-lesson-materials">Obtain lesson materials<a class="anchor" aria-label="anchor" href="#obtain-lesson-materials"></a>
-<a class="anchor" aria-label="anchor" href="#obtain-lesson-materials"></a></h2>
+</section><section><h2 class="section-heading" id="obtain-lesson-materials">Obtain lesson materials<a class="anchor" aria-label="anchor" href="#obtain-lesson-materials"></a></h2>
 <hr class="half-width"><ol style="list-style-type: decimal"><li>Download <a href="data/python-novice-inflammation-data.zip">python-novice-inflammation-data.zip</a>
 and <a href="files/code/python-novice-inflammation-code.zip">python-novice-inflammation-code.zip</a>.</li>
 <li>Create a folder called <code>swc-python</code> on your Desktop.</li>
@@ -459,15 +455,13 @@ <h3 id="getting-started">Getting Started<a class="anchor" aria-label="anchor" hr
 </ol><p>You should see two folders called <code>data</code> and
 <code>code</code> in the <code>swc-python</code> directory on your
 Desktop.</p>
-</section><section><h2 class="section-heading" id="launch-python-interface">Launch Python interface<a class="anchor" aria-label="anchor" href="#launch-python-interface"></a>
-<a class="anchor" aria-label="anchor" href="#launch-python-interface"></a></h2>
+</section><section><h2 class="section-heading" id="launch-python-interface">Launch Python interface<a class="anchor" aria-label="anchor" href="#launch-python-interface"></a></h2>
 <hr class="half-width"><p>To start working with Python, we need to launch a program that will
 interpret and execute our Python commands. Below we list several
 options. If you don’t have a preference, proceed with the top option in
 the list that is available on your machine. Otherwise, you may use any
 interface you like.</p>
-</section><section><h2 class="section-heading" id="option-a-jupyter-notebook">Option A: Jupyter Notebook<a class="anchor" aria-label="anchor" href="#option-a-jupyter-notebook"></a>
-<a class="anchor" aria-label="anchor" href="#option-a-jupyter-notebook"></a></h2>
+</section><section><h2 class="section-heading" id="option-a-jupyter-notebook">Option A: Jupyter Notebook<a class="anchor" aria-label="anchor" href="#option-a-jupyter-notebook"></a></h2>
 <hr class="half-width"><p>A Jupyter Notebook provides a browser-based interface for working
 with Python. If you installed Anaconda, you can launch a notebook in two
 ways:</p>
@@ -479,7 +473,7 @@ <h3 class="accordion-header" id="headingSpoiler1">
   Anaconda Navigator
   </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
 <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,
@@ -504,7 +498,7 @@ <h3 class="accordion-header" id="headingSpoiler6">
   Command line (Terminal)
   </h3>
 </button>
-<div id="collapseSpoiler6" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler6" aria-labelledby="headingSpoiler6">
+<div id="collapseSpoiler6" class="accordion-collapse collapse" aria-labelledby="headingSpoiler6" data-bs-parent="#accordionSpoiler6">
 <div class="accordion-body">
 <p>1. Navigate to the <code>data</code> directory:</p>
 <div id="accordionSpoiler2" class="accordion spoiler-accordion accordion-flush">
@@ -515,7 +509,7 @@ <h3 class="accordion-header" id="headingSpoiler2">
   Unix shell
   </h3>
 </button>
-<div id="collapseSpoiler2" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler2" aria-labelledby="headingSpoiler2">
+<div id="collapseSpoiler2" class="accordion-collapse collapse" aria-labelledby="headingSpoiler2" data-bs-parent="#accordionSpoiler2">
 <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
@@ -537,7 +531,7 @@ <h3 class="accordion-header" id="headingSpoiler3">
   Command Prompt (Windows)
   </h3>
 </button>
-<div id="collapseSpoiler3" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler3" aria-labelledby="headingSpoiler3">
+<div id="collapseSpoiler3" class="accordion-collapse collapse" aria-labelledby="headingSpoiler3" data-bs-parent="#accordionSpoiler3">
 <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
@@ -558,7 +552,7 @@ <h3 class="accordion-header" id="headingSpoiler4">
   Unix shell
   </h3>
 </button>
-<div id="collapseSpoiler4" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler4" aria-labelledby="headingSpoiler4">
+<div id="collapseSpoiler4" class="accordion-collapse collapse" aria-labelledby="headingSpoiler4" data-bs-parent="#accordionSpoiler4">
 <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>
@@ -577,7 +571,7 @@ <h3 class="accordion-header" id="headingSpoiler5">
   Command Prompt (Windows)
   </h3>
 </button>
-<div id="collapseSpoiler5" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler5" aria-labelledby="headingSpoiler5">
+<div id="collapseSpoiler5" class="accordion-collapse collapse" aria-labelledby="headingSpoiler5" data-bs-parent="#accordionSpoiler5">
 <div class="accordion-body">
 <pre class="source"><code>python -m notebook</code></pre>
 </div>
@@ -591,8 +585,7 @@ <h3 class="accordion-header" id="headingSpoiler5">
 </div>
 </div>
 <p>  <!-- vertical spacer --></p>
-</section><section><h2 class="section-heading" id="option-b-ipython-interpreter">Option B: IPython interpreter<a class="anchor" aria-label="anchor" href="#option-b-ipython-interpreter"></a>
-<a class="anchor" aria-label="anchor" href="#option-b-ipython-interpreter"></a></h2>
+</section><section><h2 class="section-heading" id="option-b-ipython-interpreter">Option B: IPython interpreter<a class="anchor" aria-label="anchor" href="#option-b-ipython-interpreter"></a></h2>
 <hr class="half-width"><p>IPython is an alternative solution situated somewhere in between the
 plain-vanilla Python interpreter and Jupyter Notebook. It provides an
 interactive command-line based interpreter with various convenience
@@ -601,8 +594,7 @@ <h3 class="accordion-header" id="headingSpoiler5">
 <p>To start using IPython, execute:</p>
 <pre class="source"><code><span><span class="va">ipython</span></span></code></pre>
 <p>  <!-- vertical spacer --></p>
-</section><section><h2 class="section-heading" id="option-c-plain-vanilla-python-interpreter">Option C: plain-vanilla Python interpreter<a class="anchor" aria-label="anchor" href="#option-c-plain-vanilla-python-interpreter"></a>
-<a class="anchor" aria-label="anchor" href="#option-c-plain-vanilla-python-interpreter"></a></h2>
+</section><section><h2 class="section-heading" id="option-c-plain-vanilla-python-interpreter">Option C: plain-vanilla Python interpreter<a class="anchor" aria-label="anchor" href="#option-c-plain-vanilla-python-interpreter"></a></h2>
 <hr class="half-width"><p>To launch a plain-vanilla Python interpreter, execute:</p>
 <pre class="source"><code><span><span class="va">python</span></span></code></pre>
 <p>If you are using <a href="https://gitforwindows.org" class="external-link">Git Bash on
@@ -636,7 +628,7 @@ <h3 class="accordion-header" id="headingSpoiler5">
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
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diff --git a/instructor-notes.html b/instructor-notes.html
index d9d92efe1..022b45388 100644
--- a/instructor-notes.html
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             </div>
 
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+            <hr class="half-width lesson-resources">
 <a href="aio.html">See all in one page</a>
 
 
@@ -433,7 +433,6 @@ <h1>Instructor Notes</h1>
         
 
 <section><h2 class="section-heading" id="about-the-lesson">About the lesson<a class="anchor" aria-label="anchor" href="#about-the-lesson"></a>
-<a class="anchor" aria-label="anchor" href="#about-the-lesson"></a>
 </h2>
 <hr class="half-width">
 <p>Our real goal isn’t to teach workshop attendees Python as a
@@ -446,7 +445,6 @@ <h1>Instructor Notes</h1>
 scientists.</li>
 <li>It is easier for novices to pick up than most other languages.</li>
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 </h2>
 <hr class="half-width">
 <p>We are using a dataset with records on inflammation from patients
@@ -455,7 +453,6 @@ <h1>Instructor Notes</h1>
 been synthetically generated in Python by the imaginary “Dr. Maverick”!
 The script used to generate the inflammation data is included as <a href="files/code/gen_inflammation.py"><code>code/gen_inflammation.py</code></a>.</p>
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@@ -509,7 +506,6 @@ <h1>Instructor Notes</h1>
 understand standard I/O and building filters, which are covered in the
 lesson on the shell.</p>
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diff --git a/instructor/01-intro.html b/instructor/01-intro.html
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             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -412,8 +412,7 @@ <h3 class="card-title">Objectives</h3>
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 </div>
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-<section><h2 class="section-heading" id="variables">Variables<a class="anchor" aria-label="anchor" href="#variables"></a>
-<a class="anchor" aria-label="anchor" href="#variables"></a></h2>
+<section><h2 class="section-heading" id="variables">Variables<a class="anchor" aria-label="anchor" href="#variables"></a></h2>
 <hr class="half-width"><p>Any Python interpreter can be used as a calculator:</p>
 <div class="codewrapper sourceCode" id="cb1">
 <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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 <li>
 <code>weight</code> and <code>Weight</code> are different
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-<a class="anchor" aria-label="anchor" href="#types-of-data"></a></h2>
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 <hr class="half-width"><p>Python knows various types of data. Three common ones are:</p>
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 </h3>
 <pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb5-1"><a href="#cb5-1" tabindex="-1"></a>patient_id <span class="op">=</span> <span class="st">'001'</span></span></code></pre>
 </div>
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-<a class="anchor" aria-label="anchor" href="#using-variables-in-python"></a></h2>
+</section><section><h2 class="section-heading" id="using-variables-in-python">Using Variables in Python<a class="anchor" aria-label="anchor" href="#using-variables-in-python"></a></h2>
 <hr class="half-width"><p>Once we have data stored with variable names, we can make use of it
 in calculations. We may want to store our patient’s weight in pounds as
 well as kilograms:</p>
@@ -488,8 +485,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb7-1"><a href="#cb7-1" tabindex="-1"></a>patient_id <span class="op">=</span> <span class="st">'inflam_'</span> <span class="op">+</span> patient_id</span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="built-in-python-functions">Built-in Python functions<a class="anchor" aria-label="anchor" href="#built-in-python-functions"></a>
-<a class="anchor" aria-label="anchor" href="#built-in-python-functions"></a></h2>
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 <hr class="half-width"><p>To carry out common tasks with data and variables in Python, the
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 the screen, we use the <code>print</code> function:</p>
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-</h3>
+<h3 class="callout-title">Variables as Sticky Notes</h3>
 <div class="callout-content">
 <p>A variable in Python is analogous to a sticky note with a name
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+<h3 class="callout-title">Check Your Understanding</h3>
 <div class="callout-content">
 <p>What values do the variables <code>mass</code> and <code>age</code>
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+<h3 class="callout-title">Sorting Out References</h3>
 <div class="callout-content">
 <p>Python allows you to assign multiple values to multiple variables in
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 <div class="callout-content">
 <p>What are the data types of the following variables?</p>
 <div class="codewrapper sourceCode" id="cb28">
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 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Basic data types in Python include integers, strings, and
 floating-point numbers.</li>
@@ -811,7 +802,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
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   "dateCreated": "2014-11-25",
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+  "datePublished": "2024-08-27"
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diff --git a/instructor/02-numpy.html b/instructor/02-numpy.html
index 247db96f9..1498b1d75 100644
--- a/instructor/02-numpy.html
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@@ -318,10 +318,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
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-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -416,8 +416,7 @@ <h3 class="card-title">Objectives</h3>
 tools are built into Python, specialized tools built up from these basic
 units live in <a href="reference.html#library">libraries</a> that can be
 called upon when needed.</p>
-<section><h2 class="section-heading" id="loading-data-into-python">Loading data into Python<a class="anchor" aria-label="anchor" href="#loading-data-into-python"></a>
-<a class="anchor" aria-label="anchor" href="#loading-data-into-python"></a></h2>
+<section><h2 class="section-heading" id="loading-data-into-python">Loading data into Python<a class="anchor" aria-label="anchor" href="#loading-data-into-python"></a></h2>
 <hr class="half-width"><p>To begin processing the clinical trial inflammation data, we need to
 load it into Python. We can do that using a library called <a href="https://numpy.org/doc/stable" title="NumPy Documentation" class="external-link">NumPy</a>, which stands for Numerical
 Python. In general, you should use this library when you want to do
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 <p>A Numpy array contains one or more elements of the same type. The
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+<h3 class="callout-title">In the Corner</h3>
 <div class="callout-content">
 <p>What may also surprise you is that when Python displays an array, it
 shows the element with index <code>[0, 0]</code> in the upper left
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-<a class="anchor" aria-label="anchor" href="#slicing-data"></a></h2>
+</section><section><h2 class="section-heading" id="slicing-data">Slicing data<a class="anchor" aria-label="anchor" href="#slicing-data"></a></h2>
 <hr class="half-width"><p>An index like <code>[30, 20]</code> selects a single element of an
 array, but we can select whole sections as well. For example, we can
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@@ -690,8 +686,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
  [ 1.  1.  0.  1.]
  [ 2.  2.  1.  1.]]</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="analyzing-data">Analyzing data<a class="anchor" aria-label="anchor" href="#analyzing-data"></a>
-<a class="anchor" aria-label="anchor" href="#analyzing-data"></a></h2>
+</section><section><h2 class="section-heading" id="analyzing-data">Analyzing data<a class="anchor" aria-label="anchor" href="#analyzing-data"></a></h2>
 <hr class="half-width"><p>NumPy has several useful functions that take an array as input to
 perform operations on its values. If we want to find the average
 inflammation for all patients on all days, for example, we can ask NumPy
@@ -713,8 +708,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
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 <div id="not-all-functions-have-input" class="callout-inner">
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-</h3>
+<h3 class="callout-title">Not All Functions Have Input</h3>
 <div class="callout-content">
 <p>Generally, a function uses inputs to produce outputs. However, some
 functions produce outputs without needing any input. For example,
@@ -764,8 +758,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="mystery-functions-in-ipython" class="callout-inner">
-<h3 class="callout-title">Mystery Functions in IPython<a class="anchor" aria-label="anchor" href="#mystery-functions-in-ipython"></a>
-</h3>
+<h3 class="callout-title">Mystery Functions in IPython</h3>
 <div class="callout-content">
 <p>How did we know what functions NumPy has and how to use them? If you
 are working in IPython or in a Jupyter Notebook, there is an easy way to
@@ -790,8 +783,7 @@ <h3 class="callout-title">Mystery Functions in IPython<a class="anchor" aria-lab
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="confusing-function-names" class="callout-inner">
-<h3 class="callout-title">Confusing Function Names<a class="anchor" aria-label="anchor" href="#confusing-function-names"></a>
-</h3>
+<h3 class="callout-title">Confusing Function Names</h3>
 <div class="callout-content">
 <p>One might wonder why the functions are called <code>amax</code> and
 <code>amin</code> and not <code>max</code> and <code>min</code> or why
@@ -897,8 +889,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="slicing-strings" class="callout-inner">
-<h3 class="callout-title">Slicing Strings<a class="anchor" aria-label="anchor" href="#slicing-strings"></a>
-</h3>
+<h3 class="callout-title">Slicing Strings</h3>
 <div class="callout-content">
 <p>A section of an array is called a <a href="reference.html#slice">slice</a>. We can take slices of character
 strings as well:</p>
@@ -943,7 +934,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="slicing-strings" class="callout-inner">
-<h3 class="callout-title">Slicing Strings<em> (continued)</em><a class="anchor" aria-label="anchor" href="#slicing-strings"></a>
+<h3 class="callout-title">Slicing Strings<em> (continued)</em>
 </h3>
 <div class="callout-content">
 <p>What is <code>element[-1]</code>? What is
@@ -973,7 +964,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="slicing-strings" class="callout-inner">
-<h3 class="callout-title">Slicing Strings<em> (continued)</em><a class="anchor" aria-label="anchor" href="#slicing-strings"></a>
+<h3 class="callout-title">Slicing Strings<em> (continued)</em>
 </h3>
 <div class="callout-content">
 <p>Given those answers, explain what <code>element[1:-1]</code>
@@ -999,7 +990,7 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="slicing-strings" class="callout-inner">
-<h3 class="callout-title">Slicing Strings<em> (continued)</em><a class="anchor" aria-label="anchor" href="#slicing-strings"></a>
+<h3 class="callout-title">Slicing Strings<em> (continued)</em>
 </h3>
 <div class="callout-content">
 <p>How can we rewrite the slice for getting the last three characters of
@@ -1046,8 +1037,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="thin-slices" class="callout-inner">
-<h3 class="callout-title">Thin Slices<a class="anchor" aria-label="anchor" href="#thin-slices"></a>
-</h3>
+<h3 class="callout-title">Thin Slices</h3>
 <div class="callout-content">
 <p>The expression <code>element[3:3]</code> produces an <a href="reference.html#empty-string">empty string</a>, i.e., a string that
 contains no characters. If <code>data</code> holds our array of patient
@@ -1078,8 +1068,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="stacking-arrays" class="callout-inner">
-<h3 class="callout-title">Stacking Arrays<a class="anchor" aria-label="anchor" href="#stacking-arrays"></a>
-</h3>
+<h3 class="callout-title">Stacking Arrays</h3>
 <div class="callout-content">
 <p>Arrays can be concatenated and stacked on top of one another, using
 NumPy’s <code>vstack</code> and <code>hstack</code> functions for
@@ -1192,8 +1181,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="change-in-inflammation" class="callout-inner">
-<h3 class="callout-title">Change In Inflammation<a class="anchor" aria-label="anchor" href="#change-in-inflammation"></a>
-</h3>
+<h3 class="callout-title">Change In Inflammation</h3>
 <div class="callout-content">
 <p>The patient data is <em>longitudinal</em> in the sense that each row
 represents a series of observations relating to one individual. This
@@ -1268,7 +1256,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <div id="change-in-inflammation" class="callout-inner">
 <h3 class="callout-title">Change In Inflammation<em>
-(continued)</em><a class="anchor" aria-label="anchor" href="#change-in-inflammation"></a>
+(continued)</em>
 </h3>
 <div class="callout-content">
 <p>If the shape of an individual data file is <code>(60, 40)</code> (60
@@ -1296,7 +1284,7 @@ <h4 class="accordion-header" id="headingSolution9"> Show me the solution </h4>
 </div>
 <div id="change-in-inflammation" class="callout-inner">
 <h3 class="callout-title">Change In Inflammation<em>
-(continued)</em><a class="anchor" aria-label="anchor" href="#change-in-inflammation"></a>
+(continued)</em>
 </h3>
 <div class="callout-content">
 <p>How would you find the largest change in inflammation for each
@@ -1361,8 +1349,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Import a library into a program using
 <code>import libraryname</code>.</li>
@@ -1421,7 +1408,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">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/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -1444,7 +1431,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-inflammation/instructor/02-numpy.html",
   "dateCreated": "2014-11-25",
   "dateModified": "2023-11-07",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/03-matplotlib.html b/instructor/03-matplotlib.html
index 7da1c7592..f53cd60c3 100644
--- a/instructor/03-matplotlib.html
+++ b/instructor/03-matplotlib.html
@@ -316,10 +316,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
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@@ -339,7 +339,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -407,8 +407,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="visualizing-data">Visualizing data<a class="anchor" aria-label="anchor" href="#visualizing-data"></a>
-<a class="anchor" aria-label="anchor" href="#visualizing-data"></a></h2>
+<section><h2 class="section-heading" id="visualizing-data">Visualizing data<a class="anchor" aria-label="anchor" href="#visualizing-data"></a></h2>
 <hr class="half-width"><p>The mathematician Richard Hamming once said, “The purpose of
 computing is insight, not numbers,” and the best way to develop insight
 is often to visualize data. Visualization deserves an entire lecture of
@@ -424,8 +423,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="check"></i>
 </div>
 <div id="episode-prerequisites" class="callout-inner">
-<h3 class="callout-title">Episode Prerequisites<a class="anchor" aria-label="anchor" href="#episode-prerequisites"></a>
-</h3>
+<h3 class="callout-title">Episode Prerequisites</h3>
 <div class="callout-content">
 <p>If you are continuing in the same notebook from the previous episode,
 you already have a <code>data</code> variable and have imported
@@ -554,8 +552,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="importing-libraries-with-shortcuts" class="callout-inner">
-<h3 class="callout-title">Importing libraries with shortcuts<a class="anchor" aria-label="anchor" href="#importing-libraries-with-shortcuts"></a>
-</h3>
+<h3 class="callout-title">Importing libraries with shortcuts</h3>
 <div class="callout-content">
 <p>In this lesson we use the <code>import matplotlib.pyplot</code> <a href="reference.html#syntax">syntax</a> to import the
 <code>pyplot</code> module of <code>matplotlib</code>. However,
@@ -586,8 +583,7 @@ <h3 class="callout-title">Importing libraries with shortcuts<a class="anchor" ar
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="plot-scaling" class="callout-inner">
-<h3 class="callout-title">Plot Scaling<a class="anchor" aria-label="anchor" href="#plot-scaling"></a>
-</h3>
+<h3 class="callout-title">Plot Scaling</h3>
 <div class="callout-content">
 <p>Why do all of our plots stop just short of the upper end of our
 graph?</p>
@@ -612,7 +608,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="plot-scaling" class="callout-inner">
-<h3 class="callout-title">Plot Scaling<em> (continued)</em><a class="anchor" aria-label="anchor" href="#plot-scaling"></a>
+<h3 class="callout-title">Plot Scaling<em> (continued)</em>
 </h3>
 <div class="callout-content">
 <p>If we want to change this, we can use the
@@ -672,8 +668,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="drawing-straight-lines" class="callout-inner">
-<h3 class="callout-title">Drawing Straight Lines<a class="anchor" aria-label="anchor" href="#drawing-straight-lines"></a>
-</h3>
+<h3 class="callout-title">Drawing Straight Lines</h3>
 <div class="callout-content">
 <p>In the center and right subplots above, we expect all lines to look
 like step functions because non-integer value are not realistic for the
@@ -729,8 +724,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="make-your-own-plot" class="callout-inner">
-<h3 class="callout-title">Make Your Own Plot<a class="anchor" aria-label="anchor" href="#make-your-own-plot"></a>
-</h3>
+<h3 class="callout-title">Make Your Own Plot</h3>
 <div class="callout-content">
 <p>Create a plot showing the standard deviation (<code>numpy.std</code>)
 of the inflammation data for each day across all patients.</p>
@@ -759,8 +753,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="moving-plots-around" class="callout-inner">
-<h3 class="callout-title">Moving Plots Around<a class="anchor" aria-label="anchor" href="#moving-plots-around"></a>
-</h3>
+<h3 class="callout-title">Moving Plots Around</h3>
 <div class="callout-content">
 <p>Modify the program to display the three plots on top of one another
 instead of side by side.</p>
@@ -812,8 +805,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Use the <code>pyplot</code> module from the <code>matplotlib</code>
 library for creating simple visualizations.</li>
@@ -857,7 +849,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">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/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
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 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -880,7 +872,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-inflammation/instructor/03-matplotlib.html",
   "dateCreated": "2014-11-25",
   "dateModified": "2023-11-07",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/04-lists.html b/instructor/04-lists.html
index c5cf237ae..b87b09f29 100644
--- a/instructor/04-lists.html
+++ b/instructor/04-lists.html
@@ -316,10 +316,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
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                 </h2>
@@ -339,7 +339,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -422,8 +422,7 @@ <h3 class="card-title">Objectives</h3>
 we have to process. In Python, a list is a way to store multiple values
 together. In this episode, we will learn how to store multiple values in
 a list as well as how to work with lists.</p>
-<section><h2 class="section-heading" id="python-lists">Python lists<a class="anchor" aria-label="anchor" href="#python-lists"></a>
-<a class="anchor" aria-label="anchor" href="#python-lists"></a></h2>
+<section><h2 class="section-heading" id="python-lists">Python lists<a class="anchor" aria-label="anchor" href="#python-lists"></a></h2>
 <hr class="half-width"><p>Unlike NumPy arrays, lists are built into the language so we do not
 have to load a library to use them. We create a list by putting values
 inside square brackets and separating the values with commas:</p>
@@ -501,8 +500,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="ch-ch-ch-ch-changes" class="callout-inner">
-<h3 class="callout-title">Ch-Ch-Ch-Ch-Changes<a class="anchor" aria-label="anchor" href="#ch-ch-ch-ch-changes"></a>
-</h3>
+<h3 class="callout-title">Ch-Ch-Ch-Ch-Changes</h3>
 <div class="callout-content">
 <p>Data which can be modified in place is called <a href="reference.html#mutable">mutable</a>, while data which cannot be
 modified is called <a href="reference.html#immutable">immutable</a>.
@@ -564,8 +562,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="nested-lists" class="callout-inner">
-<h3 class="callout-title">Nested Lists<a class="anchor" aria-label="anchor" href="#nested-lists"></a>
-</h3>
+<h3 class="callout-title">Nested Lists</h3>
 <div class="callout-content">
 <p>Since a list can contain any Python variables, it can even contain
 other lists.</p>
@@ -636,8 +633,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="heterogeneous-lists" class="callout-inner">
-<h3 class="callout-title">Heterogeneous Lists<a class="anchor" aria-label="anchor" href="#heterogeneous-lists"></a>
-</h3>
+<h3 class="callout-title">Heterogeneous Lists</h3>
 <div class="callout-content">
 <p>Lists in Python can contain elements of different types. Example:</p>
 <div class="codewrapper sourceCode" id="cb22">
@@ -759,8 +755,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="slicing-from-the-end" class="callout-inner">
-<h3 class="callout-title">Slicing From the End<a class="anchor" aria-label="anchor" href="#slicing-from-the-end"></a>
-</h3>
+<h3 class="callout-title">Slicing From the End</h3>
 <div class="callout-content">
 <p>Use slicing to access only the last four characters of a string or
 entries of a list.</p>
@@ -793,7 +788,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
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 </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>
@@ -812,8 +807,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="non-continuous-slices" class="callout-inner">
-<h3 class="callout-title">Non-Continuous Slices<a class="anchor" aria-label="anchor" href="#non-continuous-slices"></a>
-</h3>
+<h3 class="callout-title">Non-Continuous Slices</h3>
 <div class="callout-content">
 <p>So far we’ve seen how to use slicing to take single blocks of
 successive entries from a sequence. But what if we want to take a subset
@@ -874,7 +868,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
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+<h3 class="callout-title">What’s in a name?</h3>
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 <p>In the example above, the loop variable was given the name
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 <div class="callout-content">
 <p>Write a loop that calculates the sum of elements in a list by adding
 each element and printing the final value, so
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 <p>The built-in function <code>enumerate</code> takes a sequence (e.g. a
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 <div class="codewrapper sourceCode" id="cb30">
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diff --git a/instructor/06-files.html b/instructor/06-files.html
index 79a1e345e..4db53a348 100644
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               </div>
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-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
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-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
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 </div>
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-</h3>
+<h3 class="callout-title">Plotting Differences</h3>
 <div class="callout-content">
 <p>Plot the difference between the average inflammations reported in the
 first and second datasets (stored in <code>inflammation-01.csv</code>
@@ -520,7 +519,7 @@ <h3 class="callout-title">Plotting Differences<a class="anchor" aria-label="anch
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+<h3 class="callout-title">Generate Composite Statistics</h3>
 <div class="callout-content">
 <p>Use each of the files once to generate a dataset containing values
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 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Use <code>glob.glob(pattern)</code> to create a list of files whose
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
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               </div>
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-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
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-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -414,8 +414,7 @@ <h3 class="card-title">Objectives</h3>
 automatically recognize the different features we saw, and take a
 different action for each? In this lesson, we’ll learn how to write code
 that runs only when certain conditions are true.</p>
-<section><h2 class="section-heading" id="conditionals">Conditionals<a class="anchor" aria-label="anchor" href="#conditionals"></a>
-<a class="anchor" aria-label="anchor" href="#conditionals"></a></h2>
+<section><h2 class="section-heading" id="conditionals">Conditionals<a class="anchor" aria-label="anchor" href="#conditionals"></a></h2>
 <hr class="half-width"><p>We can ask Python to take different actions, depending on a
 condition, with an <code>if</code> statement:</p>
 <div id="accordionInstructor1" class="accordion instructor-note accordion-flush">
@@ -504,8 +503,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="comparing-in-python" class="callout-inner">
-<h3 class="callout-title">Comparing in Python<a class="anchor" aria-label="anchor" href="#comparing-in-python"></a>
-</h3>
+<h3 class="callout-title">Comparing in Python</h3>
 <div class="callout-content">
 <p>Along with the <code>&gt;</code> and <code>==</code> operators we
 have already used for comparing values in our conditionals, there are a
@@ -558,7 +556,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <div id="true-and-false" class="callout-inner">
 <h3 class="callout-title">
-<code>True</code> and <code>False</code><a class="anchor" aria-label="anchor" href="#true-and-false"></a>
+<code>True</code> and <code>False</code>
 </h3>
 <div class="callout-content">
 <p><code>True</code> and <code>False</code> are special words in Python
@@ -568,8 +566,7 @@ <h3 class="callout-title">
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="checking-our-data">Checking our Data<a class="anchor" aria-label="anchor" href="#checking-our-data"></a>
-<a class="anchor" aria-label="anchor" href="#checking-our-data"></a></h2>
+</section><section><h2 class="section-heading" id="checking-our-data">Checking our Data<a class="anchor" aria-label="anchor" href="#checking-our-data"></a></h2>
 <hr class="half-width"><p>Now that we’ve seen how conditionals work, we can use them to check
 for the suspicious features we saw in our inflammation data. We are
 about to use functions provided by the <code>numpy</code> module again.
@@ -666,8 +663,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="how-many-paths" class="callout-inner">
-<h3 class="callout-title">How Many Paths?<a class="anchor" aria-label="anchor" href="#how-many-paths"></a>
-</h3>
+<h3 class="callout-title">How Many Paths?</h3>
 <div class="callout-content">
 <p>Consider this code:</p>
 <div class="codewrapper sourceCode" id="cb19">
@@ -714,8 +710,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="what-is-truth" class="callout-inner">
-<h3 class="callout-title">What Is Truth?<a class="anchor" aria-label="anchor" href="#what-is-truth"></a>
-</h3>
+<h3 class="callout-title">What Is Truth?</h3>
 <div class="callout-content">
 <p><code>True</code> and <code>False</code> booleans are not the only
 values in Python that are true and false. In fact, <em>any</em> value
@@ -746,8 +741,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="thats-not-not-what-i-meant" class="callout-inner">
-<h3 class="callout-title">That’s Not Not What I Meant<a class="anchor" aria-label="anchor" href="#thats-not-not-what-i-meant"></a>
-</h3>
+<h3 class="callout-title">That’s Not Not What I Meant</h3>
 <div class="callout-content">
 <p>Sometimes it is useful to check whether some condition is not true.
 The Boolean operator <code>not</code> can do this explicitly. After
@@ -772,8 +766,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="close-enough" class="callout-inner">
-<h3 class="callout-title">Close Enough<a class="anchor" aria-label="anchor" href="#close-enough"></a>
-</h3>
+<h3 class="callout-title">Close Enough</h3>
 <div class="callout-content">
 <p>Write some conditions that print <code>True</code> if the variable
 <code>a</code> is within 10% of the variable <code>b</code> and
@@ -852,8 +845,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="in-place-operators" class="callout-inner">
-<h3 class="callout-title">In-Place Operators<a class="anchor" aria-label="anchor" href="#in-place-operators"></a>
-</h3>
+<h3 class="callout-title">In-Place Operators</h3>
 <div class="callout-content">
 <p>Python (and most other languages in the C family) provides <a href="reference.html#in-place-operators">in-place operators</a> that
 work like this:</p>
@@ -911,8 +903,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="sorting-a-list-into-buckets" class="callout-inner">
-<h3 class="callout-title">Sorting a List Into Buckets<a class="anchor" aria-label="anchor" href="#sorting-a-list-into-buckets"></a>
-</h3>
+<h3 class="callout-title">Sorting a List Into Buckets</h3>
 <div class="callout-content">
 <p>In our <code>data</code> folder, large data sets are stored in files
 whose names start with “inflammation-” and small data sets – in files
@@ -1004,8 +995,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="counting-vowels" class="callout-inner">
-<h3 class="callout-title">Counting Vowels<a class="anchor" aria-label="anchor" href="#counting-vowels"></a>
-</h3>
+<h3 class="callout-title">Counting Vowels</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal"><li>Write a loop that counts the number of vowels in a character
 string.</li>
@@ -1044,8 +1034,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Use <code>if condition</code> to start a conditional statement,
 <code>elif condition</code> to provide additional tests, and
@@ -1103,7 +1092,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">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/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -1126,7 +1115,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-inflammation/instructor/07-cond.html",
   "dateCreated": "2014-11-25",
   "dateModified": "2023-11-17",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/08-func.html b/instructor/08-func.html
index def858eae..9b562f9ea 100644
--- a/instructor/08-func.html
+++ b/instructor/08-func.html
@@ -321,10 +321,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -344,7 +344,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -496,8 +496,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <p>We’ve successfully called the function that we defined, and we have
 access to the value that we returned.</p>
-<section><h2 class="section-heading" id="composing-functions">Composing Functions<a class="anchor" aria-label="anchor" href="#composing-functions"></a>
-<a class="anchor" aria-label="anchor" href="#composing-functions"></a></h2>
+<section><h2 class="section-heading" id="composing-functions">Composing Functions<a class="anchor" aria-label="anchor" href="#composing-functions"></a></h2>
 <hr class="half-width"><p>Now that we’ve seen how to turn Fahrenheit into Celsius, we can also
 write the function to turn Celsius into Kelvin:</p>
 <div class="codewrapper sourceCode" id="cb7">
@@ -537,8 +536,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 shown here — typically half a dozen to a few dozen lines — but they
 shouldn’t ever be much longer than that, or the next person who reads it
 won’t be able to understand what’s going on.</p>
-</section><section><h2 class="section-heading" id="variable-scope">Variable Scope<a class="anchor" aria-label="anchor" href="#variable-scope"></a>
-<a class="anchor" aria-label="anchor" href="#variable-scope"></a></h2>
+</section><section><h2 class="section-heading" id="variable-scope">Variable Scope<a class="anchor" aria-label="anchor" href="#variable-scope"></a></h2>
 <hr class="half-width"><p>In composing our temperature conversion functions, we created
 variables inside of those functions, <code>temp</code>,
 <code>temp_c</code>, <code>temp_f</code>, and <code>temp_k</code>. We
@@ -596,8 +594,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>temperature in Fahrenheit was: 212.0
 temperature in Kelvin was: 373.15</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="tidying-up">Tidying up<a class="anchor" aria-label="anchor" href="#tidying-up"></a>
-<a class="anchor" aria-label="anchor" href="#tidying-up"></a></h2>
+</section><section><h2 class="section-heading" id="tidying-up">Tidying up<a class="anchor" aria-label="anchor" href="#tidying-up"></a></h2>
 <hr class="half-width"><p>Now that we know how to wrap bits of code up in functions, we can
 make our inflammation analysis easier to read and easier to reuse.
 First, let’s make a <code>visualize</code> function that generates our
@@ -667,8 +664,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 and understand what is happening in the <code>for</code> loop. Even
 better, if at some later date we want to use either of those pieces of
 code again, we can do so in a single line.</p>
-</section><section><h2 class="section-heading" id="testing-and-documenting">Testing and Documenting<a class="anchor" aria-label="anchor" href="#testing-and-documenting"></a>
-<a class="anchor" aria-label="anchor" href="#testing-and-documenting"></a></h2>
+</section><section><h2 class="section-heading" id="testing-and-documenting">Testing and Documenting<a class="anchor" aria-label="anchor" href="#testing-and-documenting"></a></h2>
 <hr class="half-width"><p>Once we start putting things in functions so that we can re-use them,
 we need to start testing that those functions are working correctly. To
 see how to do this, let’s write a function to offset a dataset so that
@@ -830,8 +826,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
     &gt;&gt;&gt; offset_mean([1, 2, 3], 0)
     array([-1.,  0.,  1.])</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="defining-defaults">Defining Defaults<a class="anchor" aria-label="anchor" href="#defining-defaults"></a>
-<a class="anchor" aria-label="anchor" href="#defining-defaults"></a></h2>
+</section><section><h2 class="section-heading" id="defining-defaults">Defining Defaults<a class="anchor" aria-label="anchor" href="#defining-defaults"></a></h2>
 <hr class="half-width"><p>We have passed parameters to functions in two ways: directly, as in
 <code>type(data)</code>, and by name, as in
 <code>numpy.loadtxt(fname='something.csv', delimiter=',')</code>. In
@@ -1023,8 +1018,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 we <em>do</em> have to provide <code>delimiter=</code> for the second
 parameter since <code>delimiter</code> is not the second parameter in
 the list.</p>
-</section><section><h2 class="section-heading" id="readable-functions">Readable functions<a class="anchor" aria-label="anchor" href="#readable-functions"></a>
-<a class="anchor" aria-label="anchor" href="#readable-functions"></a></h2>
+</section><section><h2 class="section-heading" id="readable-functions">Readable functions<a class="anchor" aria-label="anchor" href="#readable-functions"></a></h2>
 <hr class="half-width"><p>Consider these two functions:</p>
 <div class="codewrapper sourceCode" id="cb54">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1071,8 +1065,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="combining-strings" class="callout-inner">
-<h3 class="callout-title">Combining Strings<a class="anchor" aria-label="anchor" href="#combining-strings"></a>
-</h3>
+<h3 class="callout-title">Combining Strings</h3>
 <div class="callout-content">
 <p>“Adding” two strings produces their concatenation:
 <code>'a' + 'b'</code> is <code>'ab'</code>. Write a function called
@@ -1115,8 +1108,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="return-versus-print" class="callout-inner">
-<h3 class="callout-title">Return versus print<a class="anchor" aria-label="anchor" href="#return-versus-print"></a>
-</h3>
+<h3 class="callout-title">Return versus print</h3>
 <div class="callout-content">
 <p>Note that <code>return</code> and <code>print</code> are not
 interchangeable. <code>print</code> is a Python function that
@@ -1170,8 +1162,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="selecting-characters-from-strings" class="callout-inner">
-<h3 class="callout-title">Selecting Characters From Strings<a class="anchor" aria-label="anchor" href="#selecting-characters-from-strings"></a>
-</h3>
+<h3 class="callout-title">Selecting Characters From Strings</h3>
 <div class="callout-content">
 <p>If the variable <code>s</code> refers to a string, then
 <code>s[0]</code> is the string’s first character and <code>s[-1]</code>
@@ -1213,8 +1204,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="rescaling-an-array" class="callout-inner">
-<h3 class="callout-title">Rescaling an Array<a class="anchor" aria-label="anchor" href="#rescaling-an-array"></a>
-</h3>
+<h3 class="callout-title">Rescaling an Array</h3>
 <div class="callout-content">
 <p>Write a function <code>rescale</code> that takes an array as input
 and returns a corresponding array of values scaled to lie in the range
@@ -1249,8 +1239,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="testing-and-documenting-your-function" class="callout-inner">
-<h3 class="callout-title">Testing and Documenting Your Function<a class="anchor" aria-label="anchor" href="#testing-and-documenting-your-function"></a>
-</h3>
+<h3 class="callout-title">Testing and Documenting Your Function</h3>
 <div class="callout-content">
 <p>Run the commands <code>help(numpy.arange)</code> and
 <code>help(numpy.linspace)</code> to see how to use these functions to
@@ -1290,8 +1279,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="defining-defaults-1" class="callout-inner">
-<h3 class="callout-title">Defining Defaults<a class="anchor" aria-label="anchor" href="#defining-defaults-1"></a>
-</h3>
+<h3 class="callout-title">Defining Defaults</h3>
 <div class="callout-content">
 <p>Rewrite the <code>rescale</code> function so that it scales data to
 lie between <code>0.0</code> and <code>1.0</code> by default, but will
@@ -1328,8 +1316,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="variables-inside-and-outside-functions" class="callout-inner">
-<h3 class="callout-title">Variables Inside and Outside Functions<a class="anchor" aria-label="anchor" href="#variables-inside-and-outside-functions"></a>
-</h3>
+<h3 class="callout-title">Variables Inside and Outside Functions</h3>
 <div class="callout-content">
 <p>What does the following piece of code display when run — and why?</p>
 <div class="codewrapper sourceCode" id="cb67">
@@ -1386,8 +1373,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="mixing-default-and-non-default-parameters" class="callout-inner">
-<h3 class="callout-title">Mixing Default and Non-Default Parameters<a class="anchor" aria-label="anchor" href="#mixing-default-and-non-default-parameters"></a>
-</h3>
+<h3 class="callout-title">Mixing Default and Non-Default Parameters</h3>
 <div class="callout-content">
 <p>Given the following code:</p>
 <div class="codewrapper sourceCode" id="cb69">
@@ -1450,8 +1436,7 @@ <h4 class="accordion-header" id="headingSolution8"> Show me the solution </h4>
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="readable-code" class="callout-inner">
-<h3 class="callout-title">Readable Code<a class="anchor" aria-label="anchor" href="#readable-code"></a>
-</h3>
+<h3 class="callout-title">Readable Code</h3>
 <div class="callout-content">
 <p>Revise a function you wrote for one of the previous exercises to try
 to make the code more readable. Then, collaborate with one of your
@@ -1466,8 +1451,7 @@ <h3 class="callout-title">Readable Code<a class="anchor" aria-label="anchor" hre
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Define a function using
 <code>def function_name(parameter)</code>.</li>
@@ -1528,7 +1512,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">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/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
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@@ -1551,7 +1535,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-inflammation/instructor/08-func.html",
   "dateCreated": "2014-11-25",
   "dateModified": "2023-11-10",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/09-errors.html b/instructor/09-errors.html
index 24ff494f9..c401fd853 100644
--- a/instructor/09-errors.html
+++ b/instructor/09-errors.html
@@ -319,10 +319,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
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+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -474,8 +474,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
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 <div id="long-tracebacks" class="callout-inner">
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-</h3>
+<h3 class="callout-title">Long Tracebacks</h3>
 <div class="callout-content">
 <p>Sometimes, you might see a traceback that is very long -- sometimes
 they might even be 20 levels deep! This can make it seem like something
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+<h3 class="callout-title">Reading Error Messages</h3>
 <div class="callout-content">
 <p>Read the Python code and the resulting traceback below, and answer
 the following questions:</p>
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+<h3 class="callout-title">Better errors on newer Pythons</h3>
 <div class="callout-content">
 <p>Newer versions of Python have improved error printouts. If you are
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-<a class="anchor" aria-label="anchor" href="#syntax-errors"></a></h2>
+<section><h2 class="section-heading" id="syntax-errors">Syntax Errors<a class="anchor" aria-label="anchor" href="#syntax-errors"></a></h2>
 <hr class="half-width"><p>When you forget a colon at the end of a line, accidentally add one
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 <div class="callout-content">
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-<a class="anchor" aria-label="anchor" href="#variable-name-errors"></a></h2>
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 <hr class="half-width"><p>Another very common type of error is called a <code>NameError</code>,
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 NameError: name 'count' is not defined</code></pre>
 </div>
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-<a class="anchor" aria-label="anchor" href="#index-errors"></a></h2>
+</section><section><h2 class="section-heading" id="index-errors">Index Errors<a class="anchor" aria-label="anchor" href="#index-errors"></a></h2>
 <hr class="half-width"><p>Next up are errors having to do with containers (like lists and
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 in our code, meaning we tried to access a list index that did not
 exist.</p>
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-<a class="anchor" aria-label="anchor" href="#file-errors"></a></h2>
+</section><section><h2 class="section-heading" id="file-errors">File Errors<a class="anchor" aria-label="anchor" href="#file-errors"></a></h2>
 <hr class="half-width"><p>The last type of error we’ll cover today are those associated with
 reading and writing files: <code>FileNotFoundError</code>. If you try to
 read a file that does not exist, you will receive a
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 <div id="identifying-syntax-errors" class="callout-inner">
-<h3 class="callout-title">Identifying Syntax Errors<a class="anchor" aria-label="anchor" href="#identifying-syntax-errors"></a>
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+<h3 class="callout-title">Identifying Syntax Errors</h3>
 <div class="callout-content">
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 the errors are.</li>
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-</h3>
+<h3 class="callout-title">Identifying Variable Name Errors</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal"><li>Read the code below, and (without running it) try to identify what
 the errors are.</li>
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-</h3>
+<h3 class="callout-title">Identifying Index Errors</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal"><li>Read the code below, and (without running it) try to identify what
 the errors are.</li>
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 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
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+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Tracebacks can look intimidating, but they give us a lot of useful
 information about what went wrong in our program, including where the
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         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
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   "identifier": "https://swcarpentry.github.io/python-novice-inflammation/instructor/09-errors.html",
   "dateCreated": "2014-11-25",
   "dateModified": "2023-04-21",
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+  "datePublished": "2024-08-27"
 }
 
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diff --git a/instructor/10-defensive.html b/instructor/10-defensive.html
index ce120f9b9..d9c9e4f8b 100644
--- a/instructor/10-defensive.html
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               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
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-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -426,8 +426,7 @@ <h3 class="card-title">Objectives</h3>
 not slow it down. As in real carpentry — the kind done with lumber — the
 time saved by measuring carefully before cutting a piece of wood is much
 greater than the time that measuring takes.</p>
-<section><h2 class="section-heading" id="assertions">Assertions<a class="anchor" aria-label="anchor" href="#assertions"></a>
-<a class="anchor" aria-label="anchor" href="#assertions"></a></h2>
+<section><h2 class="section-heading" id="assertions">Assertions<a class="anchor" aria-label="anchor" href="#assertions"></a></h2>
 <hr class="half-width"><p>The first step toward getting the right answers from our programs is
 to assume that mistakes <em>will</em> happen and to guard against them.
 This is called <a href="reference.html#defensive-programming">defensive
@@ -619,8 +618,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 re-introduced an old problem) can save a lot of time in the long run,
 and helps to warn people who are reading the code (including your future
 self) that this bit is tricky.</p>
-</section><section><h2 class="section-heading" id="test-driven-development">Test-Driven Development<a class="anchor" aria-label="anchor" href="#test-driven-development"></a>
-<a class="anchor" aria-label="anchor" href="#test-driven-development"></a></h2>
+</section><section><h2 class="section-heading" id="test-driven-development">Test-Driven Development<a class="anchor" aria-label="anchor" href="#test-driven-development"></a></h2>
 <hr class="half-width"><p>An assertion checks that something is true at a particular point in
 the program. The next step is to check the overall behavior of a piece
 of code, i.e., to make sure that it produces the right output when it’s
@@ -805,8 +803,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
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 <div id="pre--and-post-conditions" class="callout-inner">
-<h3 class="callout-title">Pre- and Post-Conditions<a class="anchor" aria-label="anchor" href="#pre--and-post-conditions"></a>
-</h3>
+<h3 class="callout-title">Pre- and Post-Conditions</h3>
 <div class="callout-content">
 <p>Suppose you are writing a function called <code>average</code> that
 calculates the average of the numbers in a NumPy array. What
@@ -841,8 +838,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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 </div>
 <div id="testing-assertions" class="callout-inner">
-<h3 class="callout-title">Testing Assertions<a class="anchor" aria-label="anchor" href="#testing-assertions"></a>
-</h3>
+<h3 class="callout-title">Testing Assertions</h3>
 <div class="callout-content">
 <p>Given a sequence of a number of cars, the function
 <code>get_total_cars</code> returns the total number of cars.</p>
@@ -908,8 +904,7 @@ <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Program defensively, i.e., assume that errors are going to arise,
 and write code to detect them when they do.</li>
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         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
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   "dateCreated": "2014-11-25",
   "dateModified": "2023-11-16",
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index cee2bcddd..f4b41385c 100644
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               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
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+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
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-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -419,8 +419,7 @@ <h3 class="card-title">Objectives</h3>
 testing). The more experienced a programmer is, the more systematically
 they debug, and most follow some variation on the rules explained
 below.</p>
-<section><h2 class="section-heading" id="know-what-its-supposed-to-do">Know What It’s Supposed to Do<a class="anchor" aria-label="anchor" href="#know-what-its-supposed-to-do"></a>
-<a class="anchor" aria-label="anchor" href="#know-what-its-supposed-to-do"></a></h2>
+<section><h2 class="section-heading" id="know-what-its-supposed-to-do">Know What It’s Supposed to Do<a class="anchor" aria-label="anchor" href="#know-what-its-supposed-to-do"></a></h2>
 <hr class="half-width"><p>The first step in debugging something is to <em>know what it’s
 supposed to do</em>. “My program doesn’t work” isn’t good enough: in
 order to diagnose and fix problems, we need to be able to tell correct
@@ -465,8 +464,7 @@ <h3 class="card-title">Objectives</h3>
 correctness of their code (just as we did in the <a href="02-numpy.html">opening lesson</a> of this tutorial). This should
 only be used for debugging as a last resort, though, since it’s very
 hard to compare two visualizations automatically.</p></li>
-</ol></section><section><h2 class="section-heading" id="make-it-fail-every-time">Make It Fail Every Time<a class="anchor" aria-label="anchor" href="#make-it-fail-every-time"></a>
-<a class="anchor" aria-label="anchor" href="#make-it-fail-every-time"></a></h2>
+</ol></section><section><h2 class="section-heading" id="make-it-fail-every-time">Make It Fail Every Time<a class="anchor" aria-label="anchor" href="#make-it-fail-every-time"></a></h2>
 <hr class="half-width"><p>We can only debug something when it fails, so the second step is
 always to find a test case that <em>makes it fail every time</em>. The
 “every time” part is important because few things are more frustrating
@@ -482,8 +480,7 @@ <h3 class="card-title">Objectives</h3>
 likely to happen when we’re tired, frustrated, and up against a
 deadline, which is one of the reasons late-night (or overnight) coding
 sessions are almost never worthwhile.</p>
-</section><section><h2 class="section-heading" id="make-it-fail-fast">Make It Fail Fast<a class="anchor" aria-label="anchor" href="#make-it-fail-fast"></a>
-<a class="anchor" aria-label="anchor" href="#make-it-fail-fast"></a></h2>
+</section><section><h2 class="section-heading" id="make-it-fail-fast">Make It Fail Fast<a class="anchor" aria-label="anchor" href="#make-it-fail-fast"></a></h2>
 <hr class="half-width"><p>If it takes 20 minutes for the bug to surface, we can only do three
 experiments an hour. This means that we’ll get less data in more time
 and that we’re more likely to be distracted by other things as we wait
@@ -501,8 +498,7 @@ <h3 class="card-title">Objectives</h3>
 <li><p>N things can interact in N! different ways, so every line of code
 that <em>isn’t</em> run as part of a test means more than one thing we
 don’t need to worry about.</p></li>
-</ol></section><section><h2 class="section-heading" id="change-one-thing-at-a-time-for-a-reason">Change One Thing at a Time, For a Reason<a class="anchor" aria-label="anchor" href="#change-one-thing-at-a-time-for-a-reason"></a>
-<a class="anchor" aria-label="anchor" href="#change-one-thing-at-a-time-for-a-reason"></a></h2>
+</ol></section><section><h2 class="section-heading" id="change-one-thing-at-a-time-for-a-reason">Change One Thing at a Time, For a Reason<a class="anchor" aria-label="anchor" href="#change-one-thing-at-a-time-for-a-reason"></a></h2>
 <hr class="half-width"><p>Replacing random chunks of code is unlikely to do much good. (After
 all, if you got it wrong the first time, you’ll probably get it wrong
 the second and third as well.) Good programmers therefore <em>change one
@@ -516,8 +512,7 @@ <h3 class="card-title">Objectives</h3>
 And we should re-run <em>all</em> of our tests: more than half of fixes
 made to code introduce (or re-introduce) bugs, so re-running all of our
 tests tells us whether we have regressed.</p>
-</section><section><h2 class="section-heading" id="keep-track-of-what-youve-done">Keep Track of What You’ve Done<a class="anchor" aria-label="anchor" href="#keep-track-of-what-youve-done"></a>
-<a class="anchor" aria-label="anchor" href="#keep-track-of-what-youve-done"></a></h2>
+</section><section><h2 class="section-heading" id="keep-track-of-what-youve-done">Keep Track of What You’ve Done<a class="anchor" aria-label="anchor" href="#keep-track-of-what-youve-done"></a></h2>
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@@ -536,8 +531,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="bell"></i>
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-<h3 class="callout-title">Version Control Revisited<a class="anchor" aria-label="anchor" href="#version-control-revisited"></a>
-</h3>
+<h3 class="callout-title">Version Control Revisited</h3>
 <div class="callout-content">
 <p>Version control is often used to reset software to a known state
 during debugging, and to explore recent changes to code that might be
@@ -550,8 +544,7 @@ <h3 class="callout-title">Version Control Revisited<a class="anchor" aria-label=
 </ol></div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="be-humble">Be Humble<a class="anchor" aria-label="anchor" href="#be-humble"></a>
-<a class="anchor" aria-label="anchor" href="#be-humble"></a></h2>
+</section><section><h2 class="section-heading" id="be-humble">Be Humble<a class="anchor" aria-label="anchor" href="#be-humble"></a></h2>
 <hr class="half-width"><p>And speaking of help: if we can’t find a bug in 10 minutes, we should
 <em>be humble</em> and ask for help. Explaining the problem to someone
 else is often useful, since hearing what we’re thinking helps us spot
@@ -581,8 +574,7 @@ <h3 class="callout-title">Version Control Revisited<a class="anchor" aria-label=
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="debug-with-a-neighbor" class="callout-inner">
-<h3 class="callout-title">Debug With a Neighbor<a class="anchor" aria-label="anchor" href="#debug-with-a-neighbor"></a>
-</h3>
+<h3 class="callout-title">Debug With a Neighbor</h3>
 <div class="callout-content">
 <p>Take a function that you have written today, and introduce a tricky
 bug. Your function should still run, but will give the wrong output.
@@ -597,8 +589,7 @@ <h3 class="callout-title">Debug With a Neighbor<a class="anchor" aria-label="anc
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="not-supposed-to-be-the-same" class="callout-inner">
-<h3 class="callout-title">Not Supposed to be the Same<a class="anchor" aria-label="anchor" href="#not-supposed-to-be-the-same"></a>
-</h3>
+<h3 class="callout-title">Not Supposed to be the Same</h3>
 <div class="callout-content">
 <p>You are assisting a researcher with Python code that computes the
 Body Mass Index (BMI) of patients. The researcher is concerned because
@@ -638,7 +629,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
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   <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>
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 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Know what code is supposed to do <em>before</em> trying to debug
 it.</li>
@@ -717,7 +707,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">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/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
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 	<div id="to-top">
@@ -740,7 +730,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-inflammation/instructor/11-debugging.html",
   "dateCreated": "2014-11-25",
   "dateModified": "2023-04-21",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/12-cmdline.html b/instructor/12-cmdline.html
index 4670b2d82..d8e9bcb0e 100644
--- a/instructor/12-cmdline.html
+++ b/instructor/12-cmdline.html
@@ -319,10 +319,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
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+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
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-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -424,8 +424,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="switching-to-shell-commands" class="callout-inner">
-<h3 class="callout-title">Switching to Shell Commands<a class="anchor" aria-label="anchor" href="#switching-to-shell-commands"></a>
-</h3>
+<h3 class="callout-title">Switching to Shell Commands</h3>
 <div class="callout-content">
 <p>In this lesson we are switching from typing commands in a Python
 interpreter to typing commands in a shell terminal window (such as
@@ -474,8 +473,7 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 </ol><p>To make this work, we need to know how to handle command-line
 arguments in a program, and understand how to handle standard input.
 We’ll tackle these questions in turn below.</p>
-<section><h2 class="section-heading" id="command-line-arguments">Command-Line Arguments<a class="anchor" aria-label="anchor" href="#command-line-arguments"></a>
-<a class="anchor" aria-label="anchor" href="#command-line-arguments"></a></h2>
+<section><h2 class="section-heading" id="command-line-arguments">Command-Line Arguments<a class="anchor" aria-label="anchor" href="#command-line-arguments"></a></h2>
 <hr class="half-width"><p>We are going to create a file with our python code in, then use the
 bash shell to run the code. Using the text editor of your choice, save
 the following in a text file called <code>sys_version.py</code>:</p>
@@ -669,8 +667,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="running-versus-importing" class="callout-inner">
-<h3 class="callout-title">Running Versus Importing<a class="anchor" aria-label="anchor" href="#running-versus-importing"></a>
-</h3>
+<h3 class="callout-title">Running Versus Importing</h3>
 <div class="callout-content">
 <p>Running a Python script in bash is very similar to importing that
 file in Python. The biggest difference is that we don’t expect anything
@@ -699,8 +696,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="the-right-way-to-do-it" class="callout-inner">
-<h3 class="callout-title">The Right Way to Do It<a class="anchor" aria-label="anchor" href="#the-right-way-to-do-it"></a>
-</h3>
+<h3 class="callout-title">The Right Way to Do It</h3>
 <div class="callout-content">
 <p>If our programs can take complex parameters or multiple filenames, we
 shouldn’t handle <code>sys.argv</code> directly. Instead, we should use
@@ -715,8 +711,7 @@ <h3 class="callout-title">The Right Way to Do It<a class="anchor" aria-label="an
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="handling-multiple-files">Handling Multiple Files<a class="anchor" aria-label="anchor" href="#handling-multiple-files"></a>
-<a class="anchor" aria-label="anchor" href="#handling-multiple-files"></a></h2>
+</section><section><h2 class="section-heading" id="handling-multiple-files">Handling Multiple Files<a class="anchor" aria-label="anchor" href="#handling-multiple-files"></a></h2>
 <hr class="half-width"><p>The next step is to teach our program how to handle multiple files.
 Since 60 lines of output per file is a lot to page through, we’ll start
 by using three smaller files, each of which has three days of data for
@@ -811,8 +806,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="the-right-way-to-do-it-1" class="callout-inner">
-<h3 class="callout-title">The Right Way to Do It<a class="anchor" aria-label="anchor" href="#the-right-way-to-do-it-1"></a>
-</h3>
+<h3 class="callout-title">The Right Way to Do It</h3>
 <div class="callout-content">
 <p>At this point, we have created three versions of our script called
 <code>readings_01.py</code>, <code>readings_02.py</code>, and
@@ -823,8 +817,7 @@ <h3 class="callout-title">The Right Way to Do It<a class="anchor" aria-label="an
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="handling-command-line-flags">Handling Command-Line Flags<a class="anchor" aria-label="anchor" href="#handling-command-line-flags"></a>
-<a class="anchor" aria-label="anchor" href="#handling-command-line-flags"></a></h2>
+</section><section><h2 class="section-heading" id="handling-command-line-flags">Handling Command-Line Flags<a class="anchor" aria-label="anchor" href="#handling-command-line-flags"></a></h2>
 <hr class="half-width"><p>The next step is to teach our program to pay attention to the
 <code>--min</code>, <code>--mean</code>, and <code>--max</code> flags.
 These always appear before the names of the files, so we could do
@@ -926,8 +919,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <p>This is four lines longer than its predecessor, but broken into more
 digestible chunks of 8 and 12 lines.</p>
-</section><section><h2 class="section-heading" id="handling-standard-input">Handling Standard Input<a class="anchor" aria-label="anchor" href="#handling-standard-input"></a>
-<a class="anchor" aria-label="anchor" href="#handling-standard-input"></a></h2>
+</section><section><h2 class="section-heading" id="handling-standard-input">Handling Standard Input<a class="anchor" aria-label="anchor" href="#handling-standard-input"></a></h2>
 <hr class="half-width"><p>The next thing our program has to do is read data from standard input
 if no filenames are given so that we can put it in a pipeline, redirect
 input to it, and so on. Let’s experiment in another script called
@@ -1041,8 +1033,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="arithmetic-on-the-command-line" class="callout-inner">
-<h3 class="callout-title">Arithmetic on the Command Line<a class="anchor" aria-label="anchor" href="#arithmetic-on-the-command-line"></a>
-</h3>
+<h3 class="callout-title">Arithmetic on the Command Line</h3>
 <div class="callout-content">
 <p>Write a Python program that adds, subtracts, multiplies, or divides
 two numbers provided on the command line:</p>
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 <div class="codewrapper sourceCode" id="cb50">
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 <i class="callout-icon" data-feather="zap"></i>
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 <div id="finding-particular-files" class="callout-inner">
-<h3 class="callout-title">Finding Particular Files<a class="anchor" aria-label="anchor" href="#finding-particular-files"></a>
-</h3>
+<h3 class="callout-title">Finding Particular Files</h3>
 <div class="callout-content">
 <p>Using the <code>glob</code> module introduced <a href="06-files.html">earlier</a>, write a simple version of
 <code>ls</code> that shows files in the current directory with a
@@ -1144,7 +1134,7 @@ <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">
 <div class="codewrapper sourceCode" id="cb53">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1173,8 +1163,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="changing-flags" class="callout-inner">
-<h3 class="callout-title">Changing Flags<a class="anchor" aria-label="anchor" href="#changing-flags"></a>
-</h3>
+<h3 class="callout-title">Changing Flags</h3>
 <div class="callout-content">
 <p>Rewrite <code>readings.py</code> so that it uses <code>-n</code>,
 <code>-m</code>, and <code>-x</code> instead of <code>--min</code>,
@@ -1188,7 +1177,7 @@ <h3 class="callout-title">Changing Flags<a class="anchor" aria-label="anchor" hr
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb54">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1233,8 +1222,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
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-<h3 class="callout-title">Adding a Help Message<a class="anchor" aria-label="anchor" href="#adding-a-help-message"></a>
-</h3>
+<h3 class="callout-title">Adding a Help Message</h3>
 <div class="callout-content">
 <p>Separately, modify <code>readings.py</code> so that if no parameters
 are given (i.e., no action is specified and no filenames are given), it
@@ -1247,7 +1235,7 @@ <h3 class="callout-title">Adding a Help Message<a class="anchor" aria-label="anc
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
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 </button>
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-</h3>
+<h3 class="callout-title">Adding a Default Action</h3>
 <div class="callout-content">
 <p>Separately, modify <code>readings.py</code> so that if no action is
 given it displays the means of the data.</p>
@@ -1315,7 +1302,7 @@ <h3 class="callout-title">Adding a Default Action<a class="anchor" aria-label="a
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
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 </button>
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 <div class="codewrapper sourceCode" id="cb56">
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@@ -1363,8 +1350,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
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-</h3>
+<h3 class="callout-title">A File-Checker</h3>
 <div class="callout-content">
 <p>Write a program called <code>check.py</code> that takes the names of
 one or more inflammation data files as arguments and checks that all the
@@ -1378,7 +1364,7 @@ <h3 class="callout-title">A File-Checker<a class="anchor" aria-label="anchor" hr
 <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">
 <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>
@@ -1423,8 +1409,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="counting-lines" class="callout-inner">
-<h3 class="callout-title">Counting Lines<a class="anchor" aria-label="anchor" href="#counting-lines"></a>
-</h3>
+<h3 class="callout-title">Counting Lines</h3>
 <div class="callout-content">
 <p>Write a program called <code>line_count.py</code> that works like the
 Unix <code>wc</code> command:</p>
@@ -1440,7 +1425,7 @@ <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>
@@ -1488,8 +1473,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="generate-an-error-message" class="callout-inner">
-<h3 class="callout-title">Generate an Error Message<a class="anchor" aria-label="anchor" href="#generate-an-error-message"></a>
-</h3>
+<h3 class="callout-title">Generate an Error Message</h3>
 <div class="callout-content">
 <p>Write a program called <code>check_arguments.py</code> that prints
 usage then exits the program if no arguments are provided. (Hint: You
@@ -1522,8 +1506,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>The <code>sys</code> library connects a Python program to the system
 it is running on.</li>
@@ -1571,7 +1554,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
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@@ -1594,7 +1577,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-inflammation/instructor/12-cmdline.html",
   "dateCreated": "2014-11-25",
   "dateModified": "2023-11-10",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/404.html b/instructor/404.html
index d6119d097..7641e1166 100644
--- a/instructor/404.html
+++ b/instructor/404.html
@@ -332,10 +332,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
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                 </h2>
@@ -356,7 +356,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="https://swcarpentry.github.io/python-novice-inflammation/instructor/aio.html" class="external-link">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="https://swcarpentry.github.io/python-novice-inflammation/instructor/aio.html" class="external-link">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -373,8 +373,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
     <main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Page not found</h1>
         
-<section><h2 class="section-heading" id="our-apologies">Our apologies!<a class="anchor" aria-label="anchor" href="#our-apologies"></a>
-<a class="anchor" aria-label="anchor" href="#our-apologies"></a></h2>
+<section><h2 class="section-heading" id="our-apologies">Our apologies!<a class="anchor" aria-label="anchor" href="#our-apologies"></a></h2>
 <hr class="half-width"><p>We cannot seem to find the page you are looking for. Here are some
 tips that may help:</p>
 <ol style="list-style-type: decimal"><li>try going back to the <a href="javascript:history.back()">previous
@@ -409,7 +408,7 @@ <h1>Page not found</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
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 		</footer></div> <!-- / div.container -->
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@@ -431,8 +430,8 @@ <h1>Page not found</h1>
   "url": "https://swcarpentry.github.io/python-novice-inflammation/instructor/404.html",
   "identifier": "https://swcarpentry.github.io/python-novice-inflammation/instructor/404.html",
   "dateCreated": "2014-11-25",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
+  "dateModified": "2024-08-27",
+  "datePublished": "2024-08-27"
 }
 
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diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index 670917c79..95373024c 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
@@ -305,10 +305,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
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@@ -328,7 +328,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -418,7 +418,7 @@ <h1>Contributor Code of Conduct</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
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 		</footer></div> <!-- / div.container -->
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@@ -441,7 +441,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://swcarpentry.github.io/python-novice-inflammation/instructor/CODE_OF_CONDUCT.html",
   "dateCreated": "2014-11-25",
   "dateModified": "2023-04-21",
-  "datePublished": "2024-08-20"
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 }
 
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diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index 316e9973d..5be39a1ae 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -305,10 +305,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
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@@ -328,7 +328,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -373,8 +373,7 @@ <h1>Licenses</h1>
 
         
 
-<section><h2 class="section-heading" id="instructional-material">Instructional Material<a class="anchor" aria-label="anchor" href="#instructional-material"></a>
-<a class="anchor" aria-label="anchor" href="#instructional-material"></a></h2>
+<section><h2 class="section-heading" id="instructional-material">Instructional Material<a class="anchor" aria-label="anchor" href="#instructional-material"></a></h2>
 <hr class="half-width"><p>All Carpentries (Software Carpentry, Data Carpentry, and Library
 Carpentry) instructional material is made available under the <a href="https://creativecommons.org/licenses/by/4.0/" class="external-link">Creative Commons
 Attribution license</a>. The following is a human-readable summary of
@@ -407,8 +406,7 @@ <h1>Licenses</h1>
 permissions necessary for your intended use. For example, other rights
 such as publicity, privacy, or moral rights may limit how you use the
 material.</li>
-</ul></section><section><h2 class="section-heading" id="software">Software<a class="anchor" aria-label="anchor" href="#software"></a>
-<a class="anchor" aria-label="anchor" href="#software"></a></h2>
+</ul></section><section><h2 class="section-heading" id="software">Software<a class="anchor" aria-label="anchor" href="#software"></a></h2>
 <hr class="half-width"><p>Except where otherwise noted, the example programs and other software
 provided by The Carpentries are made available under the <a href="https://opensource.org" class="external-link">OSI</a>-approved <a href="https://opensource.org/licenses/mit-license.html" class="external-link">MIT
 license</a>.</p>
@@ -428,8 +426,7 @@ <h1>Licenses</h1>
 CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT,
 TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE
 SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.</p>
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-<a class="anchor" aria-label="anchor" href="#trademark"></a></h2>
+</section><section><h2 class="section-heading" id="trademark">Trademark<a class="anchor" aria-label="anchor" href="#trademark"></a></h2>
 <hr class="half-width"><p>“The Carpentries”, “Software Carpentry”, “Data Carpentry”, and
 “Library Carpentry” and their respective logos are registered trademarks
 of <a href="https://communityin.org/" class="external-link">Community Initiatives</a>.</p>
@@ -469,7 +466,7 @@ <h1>Licenses</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -492,7 +489,7 @@ <h1>Licenses</h1>
   "identifier": "https://swcarpentry.github.io/python-novice-inflammation/instructor/LICENSE.html",
   "dateCreated": "2014-11-25",
   "dateModified": "2023-04-21",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/additional_material.html b/instructor/additional_material.html
index 72154e90e..8b5e882a0 100644
--- a/instructor/additional_material.html
+++ b/instructor/additional_material.html
@@ -305,10 +305,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
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                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -376,8 +376,7 @@ <h1>Additional material</h1>
 <p>A collection of facts about Python that do not fit into the main
 lesson either due to the scope or time constraints of the main
 lesson.</p>
-<section><h2 class="section-heading" id="jupyter-notebookipython-whos-who-in-memory">Jupyter Notebook/IPython: Who’s Who in Memory<a class="anchor" aria-label="anchor" href="#jupyter-notebookipython-whos-who-in-memory"></a>
-<a class="anchor" aria-label="anchor" href="#jupyter-notebookipython-whos-who-in-memory"></a></h2>
+<section><h2 class="section-heading" id="jupyter-notebookipython-whos-who-in-memory">Jupyter Notebook/IPython: Who’s Who in Memory<a class="anchor" aria-label="anchor" href="#jupyter-notebookipython-whos-who-in-memory"></a></h2>
 <hr class="half-width"><p>You can use the <code>%whos</code> command at any time to see what
 variables you have created and what modules you have loaded into the
 computer’s memory. As this is an IPython command, it will only work if
@@ -520,7 +519,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
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         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
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 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -543,7 +542,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
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   "dateCreated": "2014-11-25",
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diff --git a/instructor/aio.html b/instructor/aio.html
index 7a6be1b88..2fff37cef 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -384,10 +384,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
             </div>
 
             <hr class="half-width">
-<div class="accordion accordion-flush resources" id="accordionFlush12">
+<div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
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@@ -413,7 +413,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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               </div>
             </div>
-            <hr class="half-width resources">
+            <hr class="half-width lesson-resources">
 <a href="../instructor/aio.html">See all in one page</a>
 
 
@@ -476,7 +476,6 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="variables">Variables<a class="anchor" aria-label="anchor" href="#variables"></a>
-<a class="anchor" aria-label="anchor" href="#variables"></a>
 </h2>
 <hr class="half-width">
 <p>Any Python interpreter can be used as a calculator:</p>
@@ -519,7 +518,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <code>weight</code> and <code>Weight</code> are different
 variables</li>
 </ul></section><section><h2 class="section-heading" id="types-of-data">Types of data<a class="anchor" aria-label="anchor" href="#types-of-data"></a>
-<a class="anchor" aria-label="anchor" href="#types-of-data"></a>
 </h2>
 <hr class="half-width">
 <p>Python knows various types of data. Three common ones are:</p>
@@ -545,7 +543,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb5-1"><a href="#cb5-1" tabindex="-1"></a>patient_id <span class="op">=</span> <span class="st">'001'</span></span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="using-variables-in-python">Using Variables in Python<a class="anchor" aria-label="anchor" href="#using-variables-in-python"></a>
-<a class="anchor" aria-label="anchor" href="#using-variables-in-python"></a>
 </h2>
 <hr class="half-width">
 <p>Once we have data stored with variable names, we can make use of it
@@ -563,7 +560,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb7-1"><a href="#cb7-1" tabindex="-1"></a>patient_id <span class="op">=</span> <span class="st">'inflam_'</span> <span class="op">+</span> patient_id</span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="built-in-python-functions">Built-in Python functions<a class="anchor" aria-label="anchor" href="#built-in-python-functions"></a>
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 </h2>
 <hr class="half-width">
 <p>To carry out common tasks with data and variables in Python, the
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 </div>
 <div id="variables-as-sticky-notes" class="callout-inner">
-<h3 class="callout-title">Variables as Sticky Notes<a class="anchor" aria-label="anchor" href="#variables-as-sticky-notes"></a>
-</h3>
+<h3 class="callout-title">Variables as Sticky Notes</h3>
 <div class="callout-content">
 <p>A variable in Python is analogous to a sticky note with a name
 written on it: assigning a value to a variable is like putting that
@@ -712,8 +707,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
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 <div id="check-your-understanding" class="callout-inner">
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-</h3>
+<h3 class="callout-title">Check Your Understanding</h3>
 <div class="callout-content">
 <p>What values do the variables <code>mass</code> and <code>age</code>
 have after each of the following statements? Test your answer by
@@ -734,7 +728,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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 <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>
@@ -753,8 +747,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
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 </div>
 <div id="sorting-out-references" class="callout-inner">
-<h3 class="callout-title">Sorting Out References<a class="anchor" aria-label="anchor" href="#sorting-out-references"></a>
-</h3>
+<h3 class="callout-title">Sorting Out References</h3>
 <div class="callout-content">
 <p>Python allows you to assign multiple values to multiple variables in
 one line by separating the variables and values with commas. What does
@@ -774,7 +767,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
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 <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>
@@ -790,8 +783,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="seeing-data-types" class="callout-inner">
-<h3 class="callout-title">Seeing Data Types<a class="anchor" aria-label="anchor" href="#seeing-data-types"></a>
-</h3>
+<h3 class="callout-title">Seeing Data Types</h3>
 <div class="callout-content">
 <p>What are the data types of the following variables?</p>
 <div class="codewrapper sourceCode" id="cb28">
@@ -809,7 +801,7 @@ <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">
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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>
@@ -834,8 +826,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Basic data types in Python include integers, strings, and
@@ -897,7 +888,6 @@ <h3 class="card-title">Objectives</h3>
 units live in <a href="reference.html#library">libraries</a> that can be
 called upon when needed.</p>
 <section><h2 class="section-heading" id="loading-data-into-python">Loading data into Python<a class="anchor" aria-label="anchor" href="#loading-data-into-python"></a>
-<a class="anchor" aria-label="anchor" href="#loading-data-into-python"></a>
 </h2>
 <hr class="half-width">
 <p>To begin processing the clinical trial inflammation data, we need to
@@ -1011,8 +1001,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="data-type" class="callout-inner">
-<h3 class="callout-title">Data Type<a class="anchor" aria-label="anchor" href="#data-type"></a>
-</h3>
+<h3 class="callout-title">Data Type</h3>
 <div class="callout-content">
 <p>A Numpy array contains one or more elements of the same type. The
 <code>type</code> function will only tell you that a variable is a NumPy
@@ -1099,8 +1088,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="in-the-corner" class="callout-inner">
-<h3 class="callout-title">In the Corner<a class="anchor" aria-label="anchor" href="#in-the-corner"></a>
-</h3>
+<h3 class="callout-title">In the Corner</h3>
 <div class="callout-content">
 <p>What may also surprise you is that when Python displays an array, it
 shows the element with index <code>[0, 0]</code> in the upper left
@@ -1112,7 +1100,6 @@ <h3 class="callout-title">In the Corner<a class="anchor" aria-label="anchor" hre
 </div>
 </div>
 </section><section><h2 class="section-heading" id="slicing-data">Slicing data<a class="anchor" aria-label="anchor" href="#slicing-data"></a>
-<a class="anchor" aria-label="anchor" href="#slicing-data"></a>
 </h2>
 <hr class="half-width">
 <p>An index like <code>[30, 20]</code> selects a single element of an
@@ -1175,7 +1162,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
  [ 2.  2.  1.  1.]]</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="analyzing-data">Analyzing data<a class="anchor" aria-label="anchor" href="#analyzing-data"></a>
-<a class="anchor" aria-label="anchor" href="#analyzing-data"></a>
 </h2>
 <hr class="half-width">
 <p>NumPy has several useful functions that take an array as input to
@@ -1199,8 +1185,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="not-all-functions-have-input" class="callout-inner">
-<h3 class="callout-title">Not All Functions Have Input<a class="anchor" aria-label="anchor" href="#not-all-functions-have-input"></a>
-</h3>
+<h3 class="callout-title">Not All Functions Have Input</h3>
 <div class="callout-content">
 <p>Generally, a function uses inputs to produce outputs. However, some
 functions produce outputs without needing any input. For example,
@@ -1250,8 +1235,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="mystery-functions-in-ipython" class="callout-inner">
-<h3 class="callout-title">Mystery Functions in IPython<a class="anchor" aria-label="anchor" href="#mystery-functions-in-ipython"></a>
-</h3>
+<h3 class="callout-title">Mystery Functions in IPython</h3>
 <div class="callout-content">
 <p>How did we know what functions NumPy has and how to use them? If you
 are working in IPython or in a Jupyter Notebook, there is an easy way to
@@ -1276,8 +1260,7 @@ <h3 class="callout-title">Mystery Functions in IPython<a class="anchor" aria-lab
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 </div>
 <div id="confusing-function-names" class="callout-inner">
-<h3 class="callout-title">Confusing Function Names<a class="anchor" aria-label="anchor" href="#confusing-function-names"></a>
-</h3>
+<h3 class="callout-title">Confusing Function Names</h3>
 <div class="callout-content">
 <p>One might wonder why the functions are called <code>amax</code> and
 <code>amin</code> and not <code>max</code> and <code>min</code> or why
@@ -1383,8 +1366,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
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 </div>
 <div id="slicing-strings" class="callout-inner">
-<h3 class="callout-title">Slicing Strings<a class="anchor" aria-label="anchor" href="#slicing-strings"></a>
-</h3>
+<h3 class="callout-title">Slicing Strings</h3>
 <div class="callout-content">
 <p>A section of an array is called a <a href="reference.html#slice">slice</a>. We can take slices of character
 strings as well:</p>
@@ -1429,7 +1411,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="slicing-strings" class="callout-inner">
-<h3 class="callout-title">Slicing Strings<em> (continued)</em><a class="anchor" aria-label="anchor" href="#slicing-strings"></a>
+<h3 class="callout-title">Slicing Strings<em> (continued)</em>
 </h3>
 <div class="callout-content">
 <p>What is <code>element[-1]</code>? What is
@@ -1459,7 +1441,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="slicing-strings" class="callout-inner">
-<h3 class="callout-title">Slicing Strings<em> (continued)</em><a class="anchor" aria-label="anchor" href="#slicing-strings"></a>
+<h3 class="callout-title">Slicing Strings<em> (continued)</em>
 </h3>
 <div class="callout-content">
 <p>Given those answers, explain what <code>element[1:-1]</code>
@@ -1485,7 +1467,7 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="slicing-strings" class="callout-inner">
-<h3 class="callout-title">Slicing Strings<em> (continued)</em><a class="anchor" aria-label="anchor" href="#slicing-strings"></a>
+<h3 class="callout-title">Slicing Strings<em> (continued)</em>
 </h3>
 <div class="callout-content">
 <p>How can we rewrite the slice for getting the last three characters of
@@ -1532,8 +1514,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="thin-slices" class="callout-inner">
-<h3 class="callout-title">Thin Slices<a class="anchor" aria-label="anchor" href="#thin-slices"></a>
-</h3>
+<h3 class="callout-title">Thin Slices</h3>
 <div class="callout-content">
 <p>The expression <code>element[3:3]</code> produces an <a href="reference.html#empty-string">empty string</a>, i.e., a string that
 contains no characters. If <code>data</code> holds our array of patient
@@ -1564,8 +1545,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="stacking-arrays" class="callout-inner">
-<h3 class="callout-title">Stacking Arrays<a class="anchor" aria-label="anchor" href="#stacking-arrays"></a>
-</h3>
+<h3 class="callout-title">Stacking Arrays</h3>
 <div class="callout-content">
 <p>Arrays can be concatenated and stacked on top of one another, using
 NumPy’s <code>vstack</code> and <code>hstack</code> functions for
@@ -1678,8 +1658,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="change-in-inflammation" class="callout-inner">
-<h3 class="callout-title">Change In Inflammation<a class="anchor" aria-label="anchor" href="#change-in-inflammation"></a>
-</h3>
+<h3 class="callout-title">Change In Inflammation</h3>
 <div class="callout-content">
 <p>The patient data is <em>longitudinal</em> in the sense that each row
 represents a series of observations relating to one individual. This
@@ -1754,7 +1733,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <div id="change-in-inflammation" class="callout-inner">
 <h3 class="callout-title">Change In Inflammation<em>
-(continued)</em><a class="anchor" aria-label="anchor" href="#change-in-inflammation"></a>
+(continued)</em>
 </h3>
 <div class="callout-content">
 <p>If the shape of an individual data file is <code>(60, 40)</code> (60
@@ -1782,7 +1761,7 @@ <h4 class="accordion-header" id="headingSolution9"> Show me the solution </h4>
 </div>
 <div id="change-in-inflammation" class="callout-inner">
 <h3 class="callout-title">Change In Inflammation<em>
-(continued)</em><a class="anchor" aria-label="anchor" href="#change-in-inflammation"></a>
+(continued)</em>
 </h3>
 <div class="callout-content">
 <p>How would you find the largest change in inflammation for each
@@ -1847,8 +1826,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Import a library into a program using
@@ -1910,7 +1888,6 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="visualizing-data">Visualizing data<a class="anchor" aria-label="anchor" href="#visualizing-data"></a>
-<a class="anchor" aria-label="anchor" href="#visualizing-data"></a>
 </h2>
 <hr class="half-width">
 <p>The mathematician Richard Hamming once said, “The purpose of
@@ -1928,8 +1905,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="check"></i>
 </div>
 <div id="episode-prerequisites" class="callout-inner">
-<h3 class="callout-title">Episode Prerequisites<a class="anchor" aria-label="anchor" href="#episode-prerequisites"></a>
-</h3>
+<h3 class="callout-title">Episode Prerequisites</h3>
 <div class="callout-content">
 <p>If you are continuing in the same notebook from the previous episode,
 you already have a <code>data</code> variable and have imported
@@ -2061,8 +2037,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="importing-libraries-with-shortcuts" class="callout-inner">
-<h3 class="callout-title">Importing libraries with shortcuts<a class="anchor" aria-label="anchor" href="#importing-libraries-with-shortcuts"></a>
-</h3>
+<h3 class="callout-title">Importing libraries with shortcuts</h3>
 <div class="callout-content">
 <p>In this lesson we use the <code>import matplotlib.pyplot</code> <a href="reference.html#syntax">syntax</a> to import the
 <code>pyplot</code> module of <code>matplotlib</code>. However,
@@ -2093,8 +2068,7 @@ <h3 class="callout-title">Importing libraries with shortcuts<a class="anchor" ar
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="plot-scaling" class="callout-inner">
-<h3 class="callout-title">Plot Scaling<a class="anchor" aria-label="anchor" href="#plot-scaling"></a>
-</h3>
+<h3 class="callout-title">Plot Scaling</h3>
 <div class="callout-content">
 <p>Why do all of our plots stop just short of the upper end of our
 graph?</p>
@@ -2119,7 +2093,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="plot-scaling" class="callout-inner">
-<h3 class="callout-title">Plot Scaling<em> (continued)</em><a class="anchor" aria-label="anchor" href="#plot-scaling"></a>
+<h3 class="callout-title">Plot Scaling<em> (continued)</em>
 </h3>
 <div class="callout-content">
 <p>If we want to change this, we can use the
@@ -2179,8 +2153,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="drawing-straight-lines" class="callout-inner">
-<h3 class="callout-title">Drawing Straight Lines<a class="anchor" aria-label="anchor" href="#drawing-straight-lines"></a>
-</h3>
+<h3 class="callout-title">Drawing Straight Lines</h3>
 <div class="callout-content">
 <p>In the center and right subplots above, we expect all lines to look
 like step functions because non-integer value are not realistic for the
@@ -2237,8 +2210,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="make-your-own-plot" class="callout-inner">
-<h3 class="callout-title">Make Your Own Plot<a class="anchor" aria-label="anchor" href="#make-your-own-plot"></a>
-</h3>
+<h3 class="callout-title">Make Your Own Plot</h3>
 <div class="callout-content">
 <p>Create a plot showing the standard deviation (<code>numpy.std</code>)
 of the inflammation data for each day across all patients.</p>
@@ -2267,8 +2239,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="moving-plots-around" class="callout-inner">
-<h3 class="callout-title">Moving Plots Around<a class="anchor" aria-label="anchor" href="#moving-plots-around"></a>
-</h3>
+<h3 class="callout-title">Moving Plots Around</h3>
 <div class="callout-content">
 <p>Modify the program to display the three plots on top of one another
 instead of side by side.</p>
@@ -2320,8 +2291,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Use the <code>pyplot</code> module from the <code>matplotlib</code>
@@ -2383,7 +2353,6 @@ <h3 class="card-title">Objectives</h3>
 together. In this episode, we will learn how to store multiple values in
 a list as well as how to work with lists.</p>
 <section><h2 class="section-heading" id="python-lists">Python lists<a class="anchor" aria-label="anchor" href="#python-lists"></a>
-<a class="anchor" aria-label="anchor" href="#python-lists"></a>
 </h2>
 <hr class="half-width">
 <p>Unlike NumPy arrays, lists are built into the language so we do not
@@ -2463,8 +2432,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="ch-ch-ch-ch-changes" class="callout-inner">
-<h3 class="callout-title">Ch-Ch-Ch-Ch-Changes<a class="anchor" aria-label="anchor" href="#ch-ch-ch-ch-changes"></a>
-</h3>
+<h3 class="callout-title">Ch-Ch-Ch-Ch-Changes</h3>
 <div class="callout-content">
 <p>Data which can be modified in place is called <a href="reference.html#mutable">mutable</a>, while data which cannot be
 modified is called <a href="reference.html#immutable">immutable</a>.
@@ -2526,8 +2494,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="nested-lists" class="callout-inner">
-<h3 class="callout-title">Nested Lists<a class="anchor" aria-label="anchor" href="#nested-lists"></a>
-</h3>
+<h3 class="callout-title">Nested Lists</h3>
 <div class="callout-content">
 <p>Since a list can contain any Python variables, it can even contain
 other lists.</p>
@@ -2598,8 +2565,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="heterogeneous-lists" class="callout-inner">
-<h3 class="callout-title">Heterogeneous Lists<a class="anchor" aria-label="anchor" href="#heterogeneous-lists"></a>
-</h3>
+<h3 class="callout-title">Heterogeneous Lists</h3>
 <div class="callout-content">
 <p>Lists in Python can contain elements of different types. Example:</p>
 <div class="codewrapper sourceCode" id="cb22">
@@ -2721,8 +2687,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="slicing-from-the-end" class="callout-inner">
-<h3 class="callout-title">Slicing From the End<a class="anchor" aria-label="anchor" href="#slicing-from-the-end"></a>
-</h3>
+<h3 class="callout-title">Slicing From the End</h3>
 <div class="callout-content">
 <p>Use slicing to access only the last four characters of a string or
 entries of a list.</p>
@@ -2755,7 +2720,7 @@ <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>
@@ -2774,8 +2739,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="non-continuous-slices" class="callout-inner">
-<h3 class="callout-title">Non-Continuous Slices<a class="anchor" aria-label="anchor" href="#non-continuous-slices"></a>
-</h3>
+<h3 class="callout-title">Non-Continuous Slices</h3>
 <div class="callout-content">
 <p>So far we’ve seen how to use slicing to take single blocks of
 successive entries from a sequence. But what if we want to take a subset
@@ -2836,7 +2800,7 @@ <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>
@@ -2899,8 +2863,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="overloading" class="callout-inner">
-<h3 class="callout-title">Overloading<a class="anchor" aria-label="anchor" href="#overloading"></a>
-</h3>
+<h3 class="callout-title">Overloading</h3>
 <div class="callout-content">
 <p><code>+</code> usually means addition, but when used on strings or
 lists, it means “concatenate”. Given that, what do you think the
@@ -2930,7 +2893,7 @@ <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>
@@ -2954,8 +2917,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>
@@ -3155,8 +3117,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="whats-in-a-name" class="callout-inner">
-<h3 class="callout-title">What’s in a name?<a class="anchor" aria-label="anchor" href="#whats-in-a-name"></a>
-</h3>
+<h3 class="callout-title">What’s in a name?</h3>
 <div class="callout-content">
 <p>In the example above, the loop variable was given the name
 <code>num</code> as a mnemonic; it is short for ‘number’. We can choose
@@ -3254,8 +3215,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="from-1-to-n" class="callout-inner">
-<h3 class="callout-title">From 1 to N<a class="anchor" aria-label="anchor" href="#from-1-to-n"></a>
-</h3>
+<h3 class="callout-title">From 1 to N</h3>
 <div class="callout-content">
 <p>Python has a built-in function called <code>range</code> that
 generates a sequence of numbers. <code>range</code> can accept 1, 2, or
@@ -3289,7 +3249,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb21">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -3306,8 +3266,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="understanding-the-loops" class="callout-inner">
-<h3 class="callout-title">Understanding the loops<a class="anchor" aria-label="anchor" href="#understanding-the-loops"></a>
-</h3>
+<h3 class="callout-title">Understanding the loops</h3>
 <div class="callout-content">
 <p>Given the following loop:</p>
 <div class="codewrapper sourceCode" id="cb22">
@@ -3332,7 +3291,7 @@ <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>The body of the loop is executed 6 times.</p>
 </div>
@@ -3344,8 +3303,7 @@ <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="computing-powers-with-loops" class="callout-inner">
-<h3 class="callout-title">Computing Powers With Loops<a class="anchor" aria-label="anchor" href="#computing-powers-with-loops"></a>
-</h3>
+<h3 class="callout-title">Computing Powers With Loops</h3>
 <div class="callout-content">
 <p>Exponentiation is built into Python:</p>
 <div class="codewrapper sourceCode" id="cb23">
@@ -3368,7 +3326,7 @@ <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="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb25">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -3387,8 +3345,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="summing-a-list" class="callout-inner">
-<h3 class="callout-title">Summing a list<a class="anchor" aria-label="anchor" href="#summing-a-list"></a>
-</h3>
+<h3 class="callout-title">Summing a list</h3>
 <div class="callout-content">
 <p>Write a loop that calculates the sum of elements in a list by adding
 each element and printing the final value, so
@@ -3401,7 +3358,7 @@ <h3 class="callout-title">Summing a list<a class="anchor" aria-label="anchor" hr
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb26">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -3421,8 +3378,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="computing-the-value-of-a-polynomial" class="callout-inner">
-<h3 class="callout-title">Computing the Value of a Polynomial<a class="anchor" aria-label="anchor" href="#computing-the-value-of-a-polynomial"></a>
-</h3>
+<h3 class="callout-title">Computing the Value of a Polynomial</h3>
 <div class="callout-content">
 <p>The built-in function <code>enumerate</code> takes a sequence (e.g. a
 <a href="04-lists.html">list</a>) and generates a new sequence of the
@@ -3464,7 +3420,7 @@ <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="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb30">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -3482,8 +3438,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Use <code>for variable in sequence</code> to process the elements of
@@ -3635,8 +3590,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="plotting-differences" class="callout-inner">
-<h3 class="callout-title">Plotting Differences<a class="anchor" aria-label="anchor" href="#plotting-differences"></a>
-</h3>
+<h3 class="callout-title">Plotting Differences</h3>
 <div class="callout-content">
 <p>Plot the difference between the average inflammations reported in the
 first and second datasets (stored in <code>inflammation-01.csv</code>
@@ -3650,7 +3604,7 @@ <h3 class="callout-title">Plotting Differences<a class="anchor" aria-label="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb8">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -3681,8 +3635,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="generate-composite-statistics" class="callout-inner">
-<h3 class="callout-title">Generate Composite Statistics<a class="anchor" aria-label="anchor" href="#generate-composite-statistics"></a>
-</h3>
+<h3 class="callout-title">Generate Composite Statistics</h3>
 <div class="callout-content">
 <p>Use each of the files once to generate a dataset containing values
 averaged over all patients by completing the code inside the loop given
@@ -3708,7 +3661,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb10">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -3785,8 +3738,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Use <code>glob.glob(pattern)</code> to create a list of files whose
@@ -3839,7 +3791,6 @@ <h3 class="card-title">Objectives</h3>
 different action for each? In this lesson, we’ll learn how to write code
 that runs only when certain conditions are true.</p>
 <section><h2 class="section-heading" id="conditionals">Conditionals<a class="anchor" aria-label="anchor" href="#conditionals"></a>
-<a class="anchor" aria-label="anchor" href="#conditionals"></a>
 </h2>
 <hr class="half-width">
 <p>We can ask Python to take different actions, depending on a
@@ -3930,8 +3881,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="comparing-in-python" class="callout-inner">
-<h3 class="callout-title">Comparing in Python<a class="anchor" aria-label="anchor" href="#comparing-in-python"></a>
-</h3>
+<h3 class="callout-title">Comparing in Python</h3>
 <div class="callout-content">
 <p>Along with the <code>&gt;</code> and <code>==</code> operators we
 have already used for comparing values in our conditionals, there are a
@@ -3986,7 +3936,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <div id="true-and-false" class="callout-inner">
 <h3 class="callout-title">
-<code>True</code> and <code>False</code><a class="anchor" aria-label="anchor" href="#true-and-false"></a>
+<code>True</code> and <code>False</code>
 </h3>
 <div class="callout-content">
 <p><code>True</code> and <code>False</code> are special words in Python
@@ -3997,7 +3947,6 @@ <h3 class="callout-title">
 </div>
 </div>
 </section><section><h2 class="section-heading" id="checking-our-data">Checking our Data<a class="anchor" aria-label="anchor" href="#checking-our-data"></a>
-<a class="anchor" aria-label="anchor" href="#checking-our-data"></a>
 </h2>
 <hr class="half-width">
 <p>Now that we’ve seen how conditionals work, we can use them to check
@@ -4096,8 +4045,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="how-many-paths" class="callout-inner">
-<h3 class="callout-title">How Many Paths?<a class="anchor" aria-label="anchor" href="#how-many-paths"></a>
-</h3>
+<h3 class="callout-title">How Many Paths?</h3>
 <div class="callout-content">
 <p>Consider this code:</p>
 <div class="codewrapper sourceCode" id="cb19">
@@ -4146,8 +4094,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="what-is-truth" class="callout-inner">
-<h3 class="callout-title">What Is Truth?<a class="anchor" aria-label="anchor" href="#what-is-truth"></a>
-</h3>
+<h3 class="callout-title">What Is Truth?</h3>
 <div class="callout-content">
 <p><code>True</code> and <code>False</code> booleans are not the only
 values in Python that are true and false. In fact, <em>any</em> value
@@ -4178,8 +4125,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="thats-not-not-what-i-meant" class="callout-inner">
-<h3 class="callout-title">That’s Not Not What I Meant<a class="anchor" aria-label="anchor" href="#thats-not-not-what-i-meant"></a>
-</h3>
+<h3 class="callout-title">That’s Not Not What I Meant</h3>
 <div class="callout-content">
 <p>Sometimes it is useful to check whether some condition is not true.
 The Boolean operator <code>not</code> can do this explicitly. After
@@ -4204,8 +4150,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="close-enough" class="callout-inner">
-<h3 class="callout-title">Close Enough<a class="anchor" aria-label="anchor" href="#close-enough"></a>
-</h3>
+<h3 class="callout-title">Close Enough</h3>
 <div class="callout-content">
 <p>Write some conditions that print <code>True</code> if the variable
 <code>a</code> is within 10% of the variable <code>b</code> and
@@ -4284,8 +4229,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="in-place-operators" class="callout-inner">
-<h3 class="callout-title">In-Place Operators<a class="anchor" aria-label="anchor" href="#in-place-operators"></a>
-</h3>
+<h3 class="callout-title">In-Place Operators</h3>
 <div class="callout-content">
 <p>Python (and most other languages in the C family) provides <a href="reference.html#in-place-operators">in-place operators</a> that
 work like this:</p>
@@ -4343,8 +4287,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="sorting-a-list-into-buckets" class="callout-inner">
-<h3 class="callout-title">Sorting a List Into Buckets<a class="anchor" aria-label="anchor" href="#sorting-a-list-into-buckets"></a>
-</h3>
+<h3 class="callout-title">Sorting a List Into Buckets</h3>
 <div class="callout-content">
 <p>In our <code>data</code> folder, large data sets are stored in files
 whose names start with “inflammation-” and small data sets – in files
@@ -4438,8 +4381,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="counting-vowels" class="callout-inner">
-<h3 class="callout-title">Counting Vowels<a class="anchor" aria-label="anchor" href="#counting-vowels"></a>
-</h3>
+<h3 class="callout-title">Counting Vowels</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal">
 <li>Write a loop that counts the number of vowels in a character
@@ -4480,8 +4422,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Use <code>if condition</code> to start a conditional statement,
@@ -4626,7 +4567,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <p>We’ve successfully called the function that we defined, and we have
 access to the value that we returned.</p>
 <section><h2 class="section-heading" id="composing-functions">Composing Functions<a class="anchor" aria-label="anchor" href="#composing-functions"></a>
-<a class="anchor" aria-label="anchor" href="#composing-functions"></a>
 </h2>
 <hr class="half-width">
 <p>Now that we’ve seen how to turn Fahrenheit into Celsius, we can also
@@ -4669,7 +4609,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 shouldn’t ever be much longer than that, or the next person who reads it
 won’t be able to understand what’s going on.</p>
 </section><section><h2 class="section-heading" id="variable-scope">Variable Scope<a class="anchor" aria-label="anchor" href="#variable-scope"></a>
-<a class="anchor" aria-label="anchor" href="#variable-scope"></a>
 </h2>
 <hr class="half-width">
 <p>In composing our temperature conversion functions, we created
@@ -4730,7 +4669,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 temperature in Kelvin was: 373.15</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="tidying-up">Tidying up<a class="anchor" aria-label="anchor" href="#tidying-up"></a>
-<a class="anchor" aria-label="anchor" href="#tidying-up"></a>
 </h2>
 <hr class="half-width">
 <p>Now that we know how to wrap bits of code up in functions, we can
@@ -4803,7 +4741,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 better, if at some later date we want to use either of those pieces of
 code again, we can do so in a single line.</p>
 </section><section><h2 class="section-heading" id="testing-and-documenting">Testing and Documenting<a class="anchor" aria-label="anchor" href="#testing-and-documenting"></a>
-<a class="anchor" aria-label="anchor" href="#testing-and-documenting"></a>
 </h2>
 <hr class="half-width">
 <p>Once we start putting things in functions so that we can re-use them,
@@ -4968,7 +4905,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
     array([-1.,  0.,  1.])</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="defining-defaults">Defining Defaults<a class="anchor" aria-label="anchor" href="#defining-defaults"></a>
-<a class="anchor" aria-label="anchor" href="#defining-defaults"></a>
 </h2>
 <hr class="half-width">
 <p>We have passed parameters to functions in two ways: directly, as in
@@ -5163,7 +5099,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 parameter since <code>delimiter</code> is not the second parameter in
 the list.</p>
 </section><section><h2 class="section-heading" id="readable-functions">Readable functions<a class="anchor" aria-label="anchor" href="#readable-functions"></a>
-<a class="anchor" aria-label="anchor" href="#readable-functions"></a>
 </h2>
 <hr class="half-width">
 <p>Consider these two functions:</p>
@@ -5212,8 +5147,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="combining-strings" class="callout-inner">
-<h3 class="callout-title">Combining Strings<a class="anchor" aria-label="anchor" href="#combining-strings"></a>
-</h3>
+<h3 class="callout-title">Combining Strings</h3>
 <div class="callout-content">
 <p>“Adding” two strings produces their concatenation:
 <code>'a' + 'b'</code> is <code>'ab'</code>. Write a function called
@@ -5256,8 +5190,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="return-versus-print" class="callout-inner">
-<h3 class="callout-title">Return versus print<a class="anchor" aria-label="anchor" href="#return-versus-print"></a>
-</h3>
+<h3 class="callout-title">Return versus print</h3>
 <div class="callout-content">
 <p>Note that <code>return</code> and <code>print</code> are not
 interchangeable. <code>print</code> is a Python function that
@@ -5311,8 +5244,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="selecting-characters-from-strings" class="callout-inner">
-<h3 class="callout-title">Selecting Characters From Strings<a class="anchor" aria-label="anchor" href="#selecting-characters-from-strings"></a>
-</h3>
+<h3 class="callout-title">Selecting Characters From Strings</h3>
 <div class="callout-content">
 <p>If the variable <code>s</code> refers to a string, then
 <code>s[0]</code> is the string’s first character and <code>s[-1]</code>
@@ -5354,8 +5286,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="rescaling-an-array" class="callout-inner">
-<h3 class="callout-title">Rescaling an Array<a class="anchor" aria-label="anchor" href="#rescaling-an-array"></a>
-</h3>
+<h3 class="callout-title">Rescaling an Array</h3>
 <div class="callout-content">
 <p>Write a function <code>rescale</code> that takes an array as input
 and returns a corresponding array of values scaled to lie in the range
@@ -5390,8 +5321,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="testing-and-documenting-your-function" class="callout-inner">
-<h3 class="callout-title">Testing and Documenting Your Function<a class="anchor" aria-label="anchor" href="#testing-and-documenting-your-function"></a>
-</h3>
+<h3 class="callout-title">Testing and Documenting Your Function</h3>
 <div class="callout-content">
 <p>Run the commands <code>help(numpy.arange)</code> and
 <code>help(numpy.linspace)</code> to see how to use these functions to
@@ -5431,8 +5361,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="defining-defaults-1" class="callout-inner">
-<h3 class="callout-title">Defining Defaults<a class="anchor" aria-label="anchor" href="#defining-defaults-1"></a>
-</h3>
+<h3 class="callout-title">Defining Defaults</h3>
 <div class="callout-content">
 <p>Rewrite the <code>rescale</code> function so that it scales data to
 lie between <code>0.0</code> and <code>1.0</code> by default, but will
@@ -5469,8 +5398,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="variables-inside-and-outside-functions" class="callout-inner">
-<h3 class="callout-title">Variables Inside and Outside Functions<a class="anchor" aria-label="anchor" href="#variables-inside-and-outside-functions"></a>
-</h3>
+<h3 class="callout-title">Variables Inside and Outside Functions</h3>
 <div class="callout-content">
 <p>What does the following piece of code display when run — and why?</p>
 <div class="codewrapper sourceCode" id="cb67">
@@ -5527,8 +5455,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="mixing-default-and-non-default-parameters" class="callout-inner">
-<h3 class="callout-title">Mixing Default and Non-Default Parameters<a class="anchor" aria-label="anchor" href="#mixing-default-and-non-default-parameters"></a>
-</h3>
+<h3 class="callout-title">Mixing Default and Non-Default Parameters</h3>
 <div class="callout-content">
 <p>Given the following code:</p>
 <div class="codewrapper sourceCode" id="cb69">
@@ -5595,8 +5522,7 @@ <h4 class="accordion-header" id="headingSolution8"> Show me the solution </h4>
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="readable-code" class="callout-inner">
-<h3 class="callout-title">Readable Code<a class="anchor" aria-label="anchor" href="#readable-code"></a>
-</h3>
+<h3 class="callout-title">Readable Code</h3>
 <div class="callout-content">
 <p>Revise a function you wrote for one of the previous exercises to try
 to make the code more readable. Then, collaborate with one of your
@@ -5611,8 +5537,7 @@ <h3 class="callout-title">Readable Code<a class="anchor" aria-label="anchor" hre
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Define a function using
@@ -5741,8 +5666,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="long-tracebacks" class="callout-inner">
-<h3 class="callout-title">Long Tracebacks<a class="anchor" aria-label="anchor" href="#long-tracebacks"></a>
-</h3>
+<h3 class="callout-title">Long Tracebacks</h3>
 <div class="callout-content">
 <p>Sometimes, you might see a traceback that is very long -- sometimes
 they might even be 20 levels deep! This can make it seem like something
@@ -5774,8 +5698,7 @@ <h3 class="callout-title">Long Tracebacks<a class="anchor" aria-label="anchor" h
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="reading-error-messages" class="callout-inner">
-<h3 class="callout-title">Reading Error Messages<a class="anchor" aria-label="anchor" href="#reading-error-messages"></a>
-</h3>
+<h3 class="callout-title">Reading Error Messages</h3>
 <div class="callout-content">
 <p>Read the Python code and the resulting traceback below, and answer
 the following questions:</p>
@@ -5864,8 +5787,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="better-errors-on-newer-pythons" class="callout-inner">
-<h3 class="callout-title">Better errors on newer Pythons<a class="anchor" aria-label="anchor" href="#better-errors-on-newer-pythons"></a>
-</h3>
+<h3 class="callout-title">Better errors on newer Pythons</h3>
 <div class="callout-content">
 <p>Newer versions of Python have improved error printouts. If you are
 debugging errors, it is often helpful to use the latest Python version,
@@ -5874,7 +5796,6 @@ <h3 class="callout-title">Better errors on newer Pythons<a class="anchor" aria-l
 </div>
 </div>
 <section><h2 class="section-heading" id="syntax-errors">Syntax Errors<a class="anchor" aria-label="anchor" href="#syntax-errors"></a>
-<a class="anchor" aria-label="anchor" href="#syntax-errors"></a>
 </h2>
 <hr class="half-width">
 <p>When you forget a colon at the end of a line, accidentally add one
@@ -5939,8 +5860,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="tabs-and-spaces" class="callout-inner">
-<h3 class="callout-title">Tabs and Spaces<a class="anchor" aria-label="anchor" href="#tabs-and-spaces"></a>
-</h3>
+<h3 class="callout-title">Tabs and Spaces</h3>
 <div class="callout-content">
 <p>Some indentation errors are harder to spot than others. In
 particular, mixing spaces and tabs can be difficult to spot because they
@@ -5972,7 +5892,6 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 </div>
 </div>
 </section><section><h2 class="section-heading" id="variable-name-errors">Variable Name Errors<a class="anchor" aria-label="anchor" href="#variable-name-errors"></a>
-<a class="anchor" aria-label="anchor" href="#variable-name-errors"></a>
 </h2>
 <hr class="half-width">
 <p>Another very common type of error is called a <code>NameError</code>,
@@ -6068,7 +5987,6 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 NameError: name 'count' is not defined</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="index-errors">Index Errors<a class="anchor" aria-label="anchor" href="#index-errors"></a>
-<a class="anchor" aria-label="anchor" href="#index-errors"></a>
 </h2>
 <hr class="half-width">
 <p>Next up are errors having to do with containers (like lists and
@@ -6110,7 +6028,6 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 in our code, meaning we tried to access a list index that did not
 exist.</p>
 </section><section><h2 class="section-heading" id="file-errors">File Errors<a class="anchor" aria-label="anchor" href="#file-errors"></a>
-<a class="anchor" aria-label="anchor" href="#file-errors"></a>
 </h2>
 <hr class="half-width">
 <p>The last type of error we’ll cover today are those associated with
@@ -6178,8 +6095,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="identifying-syntax-errors" class="callout-inner">
-<h3 class="callout-title">Identifying Syntax Errors<a class="anchor" aria-label="anchor" href="#identifying-syntax-errors"></a>
-</h3>
+<h3 class="callout-title">Identifying Syntax Errors</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal">
 <li>Read the code below, and (without running it) try to identify what
@@ -6227,8 +6143,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="identifying-variable-name-errors" class="callout-inner">
-<h3 class="callout-title">Identifying Variable Name Errors<a class="anchor" aria-label="anchor" href="#identifying-variable-name-errors"></a>
-</h3>
+<h3 class="callout-title">Identifying Variable Name Errors</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal">
 <li>Read the code below, and (without running it) try to identify what
@@ -6286,8 +6201,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="identifying-index-errors" class="callout-inner">
-<h3 class="callout-title">Identifying Index Errors<a class="anchor" aria-label="anchor" href="#identifying-index-errors"></a>
-</h3>
+<h3 class="callout-title">Identifying Index Errors</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal">
 <li>Read the code below, and (without running it) try to identify what
@@ -6329,8 +6243,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Tracebacks can look intimidating, but they give us a lot of useful
@@ -6413,7 +6326,6 @@ <h3 class="card-title">Objectives</h3>
 time saved by measuring carefully before cutting a piece of wood is much
 greater than the time that measuring takes.</p>
 <section><h2 class="section-heading" id="assertions">Assertions<a class="anchor" aria-label="anchor" href="#assertions"></a>
-<a class="anchor" aria-label="anchor" href="#assertions"></a>
 </h2>
 <hr class="half-width">
 <p>The first step toward getting the right answers from our programs is
@@ -6610,7 +6522,6 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 and helps to warn people who are reading the code (including your future
 self) that this bit is tricky.</p>
 </section><section><h2 class="section-heading" id="test-driven-development">Test-Driven Development<a class="anchor" aria-label="anchor" href="#test-driven-development"></a>
-<a class="anchor" aria-label="anchor" href="#test-driven-development"></a>
 </h2>
 <hr class="half-width">
 <p>An assertion checks that something is true at a particular point in
@@ -6805,8 +6716,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="pre--and-post-conditions" class="callout-inner">
-<h3 class="callout-title">Pre- and Post-Conditions<a class="anchor" aria-label="anchor" href="#pre--and-post-conditions"></a>
-</h3>
+<h3 class="callout-title">Pre- and Post-Conditions</h3>
 <div class="callout-content">
 <p>Suppose you are writing a function called <code>average</code> that
 calculates the average of the numbers in a NumPy array. What
@@ -6841,8 +6751,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="testing-assertions" class="callout-inner">
-<h3 class="callout-title">Testing Assertions<a class="anchor" aria-label="anchor" href="#testing-assertions"></a>
-</h3>
+<h3 class="callout-title">Testing Assertions</h3>
 <div class="callout-content">
 <p>Given a sequence of a number of cars, the function
 <code>get_total_cars</code> returns the total number of cars.</p>
@@ -6910,8 +6819,7 @@ <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Program defensively, i.e., assume that errors are going to arise,
@@ -6972,7 +6880,6 @@ <h3 class="card-title">Objectives</h3>
 they debug, and most follow some variation on the rules explained
 below.</p>
 <section><h2 class="section-heading" id="know-what-its-supposed-to-do">Know What It’s Supposed to Do<a class="anchor" aria-label="anchor" href="#know-what-its-supposed-to-do"></a>
-<a class="anchor" aria-label="anchor" href="#know-what-its-supposed-to-do"></a>
 </h2>
 <hr class="half-width">
 <p>The first step in debugging something is to <em>know what it’s
@@ -7021,7 +6928,6 @@ <h3 class="card-title">Objectives</h3>
 only be used for debugging as a last resort, though, since it’s very
 hard to compare two visualizations automatically.</p></li>
 </ol></section><section><h2 class="section-heading" id="make-it-fail-every-time">Make It Fail Every Time<a class="anchor" aria-label="anchor" href="#make-it-fail-every-time"></a>
-<a class="anchor" aria-label="anchor" href="#make-it-fail-every-time"></a>
 </h2>
 <hr class="half-width">
 <p>We can only debug something when it fails, so the second step is
@@ -7040,7 +6946,6 @@ <h3 class="card-title">Objectives</h3>
 deadline, which is one of the reasons late-night (or overnight) coding
 sessions are almost never worthwhile.</p>
 </section><section><h2 class="section-heading" id="make-it-fail-fast">Make It Fail Fast<a class="anchor" aria-label="anchor" href="#make-it-fail-fast"></a>
-<a class="anchor" aria-label="anchor" href="#make-it-fail-fast"></a>
 </h2>
 <hr class="half-width">
 <p>If it takes 20 minutes for the bug to surface, we can only do three
@@ -7062,7 +6967,6 @@ <h3 class="card-title">Objectives</h3>
 that <em>isn’t</em> run as part of a test means more than one thing we
 don’t need to worry about.</p></li>
 </ol></section><section><h2 class="section-heading" id="change-one-thing-at-a-time-for-a-reason">Change One Thing at a Time, For a Reason<a class="anchor" aria-label="anchor" href="#change-one-thing-at-a-time-for-a-reason"></a>
-<a class="anchor" aria-label="anchor" href="#change-one-thing-at-a-time-for-a-reason"></a>
 </h2>
 <hr class="half-width">
 <p>Replacing random chunks of code is unlikely to do much good. (After
@@ -7079,7 +6983,6 @@ <h3 class="card-title">Objectives</h3>
 made to code introduce (or re-introduce) bugs, so re-running all of our
 tests tells us whether we have regressed.</p>
 </section><section><h2 class="section-heading" id="keep-track-of-what-youve-done">Keep Track of What You’ve Done<a class="anchor" aria-label="anchor" href="#keep-track-of-what-youve-done"></a>
-<a class="anchor" aria-label="anchor" href="#keep-track-of-what-youve-done"></a>
 </h2>
 <hr class="half-width">
 <p>Good scientists keep track of what they’ve done so that they can
@@ -7100,8 +7003,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="version-control-revisited" class="callout-inner">
-<h3 class="callout-title">Version Control Revisited<a class="anchor" aria-label="anchor" href="#version-control-revisited"></a>
-</h3>
+<h3 class="callout-title">Version Control Revisited</h3>
 <div class="callout-content">
 <p>Version control is often used to reset software to a known state
 during debugging, and to explore recent changes to code that might be
@@ -7117,7 +7019,6 @@ <h3 class="callout-title">Version Control Revisited<a class="anchor" aria-label=
 </div>
 </div>
 </section><section><h2 class="section-heading" id="be-humble">Be Humble<a class="anchor" aria-label="anchor" href="#be-humble"></a>
-<a class="anchor" aria-label="anchor" href="#be-humble"></a>
 </h2>
 <hr class="half-width">
 <p>And speaking of help: if we can’t find a bug in 10 minutes, we should
@@ -7149,8 +7050,7 @@ <h3 class="callout-title">Version Control Revisited<a class="anchor" aria-label=
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="debug-with-a-neighbor" class="callout-inner">
-<h3 class="callout-title">Debug With a Neighbor<a class="anchor" aria-label="anchor" href="#debug-with-a-neighbor"></a>
-</h3>
+<h3 class="callout-title">Debug With a Neighbor</h3>
 <div class="callout-content">
 <p>Take a function that you have written today, and introduce a tricky
 bug. Your function should still run, but will give the wrong output.
@@ -7165,8 +7065,7 @@ <h3 class="callout-title">Debug With a Neighbor<a class="anchor" aria-label="anc
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="not-supposed-to-be-the-same" class="callout-inner">
-<h3 class="callout-title">Not Supposed to be the Same<a class="anchor" aria-label="anchor" href="#not-supposed-to-be-the-same"></a>
-</h3>
+<h3 class="callout-title">Not Supposed to be the Same</h3>
 <div class="callout-content">
 <p>You are assisting a researcher with Python code that computes the
 Body Mass Index (BMI) of patients. The researcher is concerned because
@@ -7206,7 +7105,7 @@ <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="section level3">
 <h3 id="suggestions-for-debugging">Suggestions for debugging<a class="anchor" aria-label="anchor" href="#suggestions-for-debugging"></a>
@@ -7242,8 +7141,7 @@ <h3 id="bugs-found">Bugs found<a class="anchor" aria-label="anchor" href="#bugs-
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Know what code is supposed to do <em>before</em> trying to debug
@@ -7307,8 +7205,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="switching-to-shell-commands" class="callout-inner">
-<h3 class="callout-title">Switching to Shell Commands<a class="anchor" aria-label="anchor" href="#switching-to-shell-commands"></a>
-</h3>
+<h3 class="callout-title">Switching to Shell Commands</h3>
 <div class="callout-content">
 <p>In this lesson we are switching from typing commands in a Python
 interpreter to typing commands in a shell terminal window (such as
@@ -7360,7 +7257,6 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 arguments in a program, and understand how to handle standard input.
 We’ll tackle these questions in turn below.</p>
 <section><h2 class="section-heading" id="command-line-arguments">Command-Line Arguments<a class="anchor" aria-label="anchor" href="#command-line-arguments"></a>
-<a class="anchor" aria-label="anchor" href="#command-line-arguments"></a>
 </h2>
 <hr class="half-width">
 <p>We are going to create a file with our python code in, then use the
@@ -7556,8 +7452,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="running-versus-importing" class="callout-inner">
-<h3 class="callout-title">Running Versus Importing<a class="anchor" aria-label="anchor" href="#running-versus-importing"></a>
-</h3>
+<h3 class="callout-title">Running Versus Importing</h3>
 <div class="callout-content">
 <p>Running a Python script in bash is very similar to importing that
 file in Python. The biggest difference is that we don’t expect anything
@@ -7586,8 +7481,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="the-right-way-to-do-it" class="callout-inner">
-<h3 class="callout-title">The Right Way to Do It<a class="anchor" aria-label="anchor" href="#the-right-way-to-do-it"></a>
-</h3>
+<h3 class="callout-title">The Right Way to Do It</h3>
 <div class="callout-content">
 <p>If our programs can take complex parameters or multiple filenames, we
 shouldn’t handle <code>sys.argv</code> directly. Instead, we should use
@@ -7603,7 +7497,6 @@ <h3 class="callout-title">The Right Way to Do It<a class="anchor" aria-label="an
 </div>
 </div>
 </section><section><h2 class="section-heading" id="handling-multiple-files">Handling Multiple Files<a class="anchor" aria-label="anchor" href="#handling-multiple-files"></a>
-<a class="anchor" aria-label="anchor" href="#handling-multiple-files"></a>
 </h2>
 <hr class="half-width">
 <p>The next step is to teach our program how to handle multiple files.
@@ -7700,8 +7593,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="the-right-way-to-do-it-1" class="callout-inner">
-<h3 class="callout-title">The Right Way to Do It<a class="anchor" aria-label="anchor" href="#the-right-way-to-do-it-1"></a>
-</h3>
+<h3 class="callout-title">The Right Way to Do It</h3>
 <div class="callout-content">
 <p>At this point, we have created three versions of our script called
 <code>readings_01.py</code>, <code>readings_02.py</code>, and
@@ -7713,7 +7605,6 @@ <h3 class="callout-title">The Right Way to Do It<a class="anchor" aria-label="an
 </div>
 </div>
 </section><section><h2 class="section-heading" id="handling-command-line-flags">Handling Command-Line Flags<a class="anchor" aria-label="anchor" href="#handling-command-line-flags"></a>
-<a class="anchor" aria-label="anchor" href="#handling-command-line-flags"></a>
 </h2>
 <hr class="half-width">
 <p>The next step is to teach our program to pay attention to the
@@ -7820,7 +7711,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <p>This is four lines longer than its predecessor, but broken into more
 digestible chunks of 8 and 12 lines.</p>
 </section><section><h2 class="section-heading" id="handling-standard-input">Handling Standard Input<a class="anchor" aria-label="anchor" href="#handling-standard-input"></a>
-<a class="anchor" aria-label="anchor" href="#handling-standard-input"></a>
 </h2>
 <hr class="half-width">
 <p>The next thing our program has to do is read data from standard input
@@ -7936,8 +7826,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="arithmetic-on-the-command-line" class="callout-inner">
-<h3 class="callout-title">Arithmetic on the Command Line<a class="anchor" aria-label="anchor" href="#arithmetic-on-the-command-line"></a>
-</h3>
+<h3 class="callout-title">Arithmetic on the Command Line</h3>
 <div class="callout-content">
 <p>Write a Python program that adds, subtracts, multiplies, or divides
 two numbers provided on the command line:</p>
@@ -7969,7 +7858,7 @@ <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 sourceCode" id="cb50">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -8013,8 +7902,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="finding-particular-files" class="callout-inner">
-<h3 class="callout-title">Finding Particular Files<a class="anchor" aria-label="anchor" href="#finding-particular-files"></a>
-</h3>
+<h3 class="callout-title">Finding Particular Files</h3>
 <div class="callout-content">
 <p>Using the <code>glob</code> module introduced <a href="06-files.html">earlier</a>, write a simple version of
 <code>ls</code> that shows files in the current directory with a
@@ -8039,7 +7927,7 @@ <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">
 <div class="codewrapper sourceCode" id="cb53">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -8068,8 +7956,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="changing-flags" class="callout-inner">
-<h3 class="callout-title">Changing Flags<a class="anchor" aria-label="anchor" href="#changing-flags"></a>
-</h3>
+<h3 class="callout-title">Changing Flags</h3>
 <div class="callout-content">
 <p>Rewrite <code>readings.py</code> so that it uses <code>-n</code>,
 <code>-m</code>, and <code>-x</code> instead of <code>--min</code>,
@@ -8083,7 +7970,7 @@ <h3 class="callout-title">Changing Flags<a class="anchor" aria-label="anchor" hr
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb54">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -8128,8 +8015,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="adding-a-help-message" class="callout-inner">
-<h3 class="callout-title">Adding a Help Message<a class="anchor" aria-label="anchor" href="#adding-a-help-message"></a>
-</h3>
+<h3 class="callout-title">Adding a Help Message</h3>
 <div class="callout-content">
 <p>Separately, modify <code>readings.py</code> so that if no parameters
 are given (i.e., no action is specified and no filenames are given), it
@@ -8142,7 +8028,7 @@ <h3 class="callout-title">Adding a Help Message<a class="anchor" aria-label="anc
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" 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="cb55">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -8197,8 +8083,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="adding-a-default-action" class="callout-inner">
-<h3 class="callout-title">Adding a Default Action<a class="anchor" aria-label="anchor" href="#adding-a-default-action"></a>
-</h3>
+<h3 class="callout-title">Adding a Default Action</h3>
 <div class="callout-content">
 <p>Separately, modify <code>readings.py</code> so that if no action is
 given it displays the means of the data.</p>
@@ -8210,7 +8095,7 @@ <h3 class="callout-title">Adding a Default Action<a class="anchor" aria-label="a
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" 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 sourceCode" id="cb56">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -8258,8 +8143,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="a-file-checker" class="callout-inner">
-<h3 class="callout-title">A File-Checker<a class="anchor" aria-label="anchor" href="#a-file-checker"></a>
-</h3>
+<h3 class="callout-title">A File-Checker</h3>
 <div class="callout-content">
 <p>Write a program called <code>check.py</code> that takes the names of
 one or more inflammation data files as arguments and checks that all the
@@ -8273,7 +8157,7 @@ <h3 class="callout-title">A File-Checker<a class="anchor" aria-label="anchor" hr
 <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">
 <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>
@@ -8318,8 +8202,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="counting-lines" class="callout-inner">
-<h3 class="callout-title">Counting Lines<a class="anchor" aria-label="anchor" href="#counting-lines"></a>
-</h3>
+<h3 class="callout-title">Counting Lines</h3>
 <div class="callout-content">
 <p>Write a program called <code>line_count.py</code> that works like the
 Unix <code>wc</code> command:</p>
@@ -8337,7 +8220,7 @@ <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>
@@ -8385,8 +8268,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="generate-an-error-message" class="callout-inner">
-<h3 class="callout-title">Generate an Error Message<a class="anchor" aria-label="anchor" href="#generate-an-error-message"></a>
-</h3>
+<h3 class="callout-title">Generate an Error Message</h3>
 <div class="callout-content">
 <p>Write a program called <code>check_arguments.py</code> that prints
 usage then exits the program if no arguments are provided. (Hint: You
@@ -8419,8 +8301,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>The <code>sys</code> library connects a Python program to the system
@@ -8459,7 +8340,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">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/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer>
 </div> <!-- / div.container -->
@@ -8482,8 +8363,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://swcarpentry.github.io/python-novice-inflammation/instructor/aio.html",
   "identifier": "https://swcarpentry.github.io/python-novice-inflammation/instructor/aio.html",
   "dateCreated": "2014-11-25",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
+  "dateModified": "2024-08-27",
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/discuss.html b/instructor/discuss.html
index d42e645bf..f651254c9 100644
--- a/instructor/discuss.html
+++ b/instructor/discuss.html
@@ -305,10 +305,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -328,7 +328,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -373,8 +373,7 @@ <h1>Discussion</h1>
 
         
 
-<section><h2 class="section-heading" id="rules-of-debugging">Rules of Debugging<a class="anchor" aria-label="anchor" href="#rules-of-debugging"></a>
-<a class="anchor" aria-label="anchor" href="#rules-of-debugging"></a></h2>
+<section><h2 class="section-heading" id="rules-of-debugging">Rules of Debugging<a class="anchor" aria-label="anchor" href="#rules-of-debugging"></a></h2>
 <hr class="half-width"><ol style="list-style-type: decimal"><li>Fail early, fail often.</li>
 <li>Always initialize from data.</li>
 <li>Know what it’s supposed to do.</li>
@@ -386,8 +385,7 @@ <h1>Discussion</h1>
 <li>Test the simple things first.</li>
 </ol><p>And remember, a week of hard work can sometimes save you an hour of
 thought.</p>
-</section><section><h2 class="section-heading" id="the-call-stack">The Call Stack<a class="anchor" aria-label="anchor" href="#the-call-stack"></a>
-<a class="anchor" aria-label="anchor" href="#the-call-stack"></a></h2>
+</section><section><h2 class="section-heading" id="the-call-stack">The Call Stack<a class="anchor" aria-label="anchor" href="#the-call-stack"></a></h2>
 <hr class="half-width"><p>Let’s take a closer look at what happens when we call
 <code>fahr_to_celsius(32.0)</code>. To make things clearer, we’ll start
 by putting the initial value 32.0 in a variable and store the final
@@ -509,8 +507,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="following-the-call-stack" class="callout-inner">
-<h3 class="callout-title">Following the Call Stack<a class="anchor" aria-label="anchor" href="#following-the-call-stack"></a>
-</h3>
+<h3 class="callout-title">Following the Call Stack</h3>
 <div class="callout-content">
 <p>We previously wrote functions called <code>fence</code> and
 <code>outer</code>. Draw a diagram showing how the call stack changes
@@ -523,8 +520,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="image-grids">Image Grids<a class="anchor" aria-label="anchor" href="#image-grids"></a>
-<a class="anchor" aria-label="anchor" href="#image-grids"></a></h2>
+</section><section><h2 class="section-heading" id="image-grids">Image Grids<a class="anchor" aria-label="anchor" href="#image-grids"></a></h2>
 <hr class="half-width"><p>Let’s start by creating some simple heat maps of our own using a
 library called <code>ipythonblocks</code>. The first step is to create
 our own “image”:</p>
@@ -667,8 +663,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="making-a-colorbar" class="callout-inner">
-<h3 class="callout-title">Making a Colorbar<a class="anchor" aria-label="anchor" href="#making-a-colorbar"></a>
-</h3>
+<h3 class="callout-title">Making a Colorbar</h3>
 <div class="callout-content">
 <p>Fill in the <code>____</code> in the code below to create a bar that
 changes color from dark blue to black.</p>
@@ -688,8 +683,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="why-rgb" class="callout-inner">
-<h3 class="callout-title">Why RGB?<a class="anchor" aria-label="anchor" href="#why-rgb"></a>
-</h3>
+<h3 class="callout-title">Why RGB?</h3>
 <div class="callout-content">
 <p>Why do computers use red, green, and blue as their primary
 colors?</p>
@@ -701,8 +695,7 @@ <h3 class="callout-title">Why RGB?<a class="anchor" aria-label="anchor" href="#w
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="nested-loops" class="callout-inner">
-<h3 class="callout-title">Nested Loops<a class="anchor" aria-label="anchor" href="#nested-loops"></a>
-</h3>
+<h3 class="callout-title">Nested Loops</h3>
 <div class="callout-content">
 <p>Will changing the nesting of the loops in the code above — i.e.,
 wrapping the Y-axis loop around the X-axis loop — change the final
@@ -715,8 +708,7 @@ <h3 class="callout-title">Nested Loops<a class="anchor" aria-label="anchor" href
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="where-to-change-data" class="callout-inner">
-<h3 class="callout-title">Where to Change Data<a class="anchor" aria-label="anchor" href="#where-to-change-data"></a>
-</h3>
+<h3 class="callout-title">Where to Change Data</h3>
 <div class="callout-content">
 <p>Why did we transpose our data outside our heat map function? Why not
 have the function perform the transpose?</p>
@@ -728,8 +720,7 @@ <h3 class="callout-title">Where to Change Data<a class="anchor" aria-label="anch
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="return-versus-display" class="callout-inner">
-<h3 class="callout-title">Return Versus Display<a class="anchor" aria-label="anchor" href="#return-versus-display"></a>
-</h3>
+<h3 class="callout-title">Return Versus Display</h3>
 <div class="callout-content">
 <p>Why does the heat map function return the grid rather than displaying
 it immediately? Do you think this is a good or bad design choice?</p>
@@ -772,7 +763,7 @@ <h3 class="callout-title">Return Versus Display<a class="anchor" aria-label="anc
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">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/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -795,7 +786,7 @@ <h3 class="callout-title">Return Versus Display<a class="anchor" aria-label="anc
   "identifier": "https://swcarpentry.github.io/python-novice-inflammation/instructor/discuss.html",
   "dateCreated": "2014-11-25",
   "dateModified": "2023-04-21",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/extra_exercises.html b/instructor/extra_exercises.html
index 322a8579f..6bfa5b9fa 100644
--- a/instructor/extra_exercises.html
+++ b/instructor/extra_exercises.html
@@ -305,10 +305,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -328,7 +328,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -381,8 +381,7 @@ <h1>Additional Exercises</h1>
 </div>
 <div id="swapping-the-contents-of-variables-5-min" class="callout-inner">
 <h3 class="callout-title">Swapping the contents of variables (5
-min)<a class="anchor" aria-label="anchor" href="#swapping-the-contents-of-variables-5-min"></a>
-</h3>
+min)</h3>
 <div class="callout-content">
 <p>Explain what the overall effect of this code is:</p>
 <div class="codewrapper sourceCode" id="cb1">
@@ -439,8 +438,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="turn-a-string-into-a-list" class="callout-inner">
-<h3 class="callout-title">Turn a String into a List<a class="anchor" aria-label="anchor" href="#turn-a-string-into-a-list"></a>
-</h3>
+<h3 class="callout-title">Turn a String into a List</h3>
 <div class="callout-content">
 <p>Use a for-loop to convert the string “hello” into a list of
 letters:</p>
@@ -482,8 +480,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="reverse-a-string" class="callout-inner">
-<h3 class="callout-title">Reverse a String<a class="anchor" aria-label="anchor" href="#reverse-a-string"></a>
-</h3>
+<h3 class="callout-title">Reverse a String</h3>
 <div class="callout-content">
 <p>Knowing that two strings can be concatenated using the <code>+</code>
 operator, write a loop that takes a string and produces a new string
@@ -517,8 +514,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="fixing-and-testing" class="callout-inner">
-<h3 class="callout-title">Fixing and Testing<a class="anchor" aria-label="anchor" href="#fixing-and-testing"></a>
-</h3>
+<h3 class="callout-title">Fixing and Testing</h3>
 <div class="callout-content">
 <p>From: “Defensive Programming”</p>
 <p>Fix <code>range_overlap</code>. Re-run
@@ -592,7 +588,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">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/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -615,7 +611,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
   "identifier": "https://swcarpentry.github.io/python-novice-inflammation/instructor/extra_exercises.html",
   "dateCreated": "2014-11-25",
   "dateModified": "2023-04-21",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/images.html b/instructor/images.html
index 870d9fe35..effa92f38 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -384,10 +384,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
             </div>
 
             <hr class="half-width">
-<div class="accordion accordion-flush resources" id="accordionFlush12">
+<div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -413,7 +413,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources">
+            <hr class="half-width lesson-resources">
 <a href="../instructor/aio.html">See all in one page</a>
 
 
@@ -559,7 +559,7 @@ <h3 id="10-defensive-figure-1">Figure 1</h3>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">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/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer>
 </div> <!-- / div.container -->
@@ -582,8 +582,8 @@ <h3 id="10-defensive-figure-1">Figure 1</h3>
   "url": "https://swcarpentry.github.io/python-novice-inflammation/instructor/images.html",
   "identifier": "https://swcarpentry.github.io/python-novice-inflammation/instructor/images.html",
   "dateCreated": "2014-11-25",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
+  "dateModified": "2024-08-27",
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/index.html b/instructor/index.html
index 022fc5bc1..d9e868b64 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -309,10 +309,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -332,7 +332,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -399,8 +399,7 @@ <h3 id="data-format">Data Format<a class="anchor" aria-label="anchor" href="#dat
 <i class="callout-icon" data-feather="check"></i>
 </div>
 <div id="prerequisites" class="callout-inner">
-<h3 class="callout-title">Prerequisites<a class="anchor" aria-label="anchor" href="#prerequisites"></a>
-</h3>
+<h3 class="callout-title">Prerequisites</h3>
 <div class="callout-content">
 <p>You need to understand the concepts of <strong>files</strong> and
 <strong>directories</strong> and how to start a Python interpreter
@@ -548,13 +547,11 @@ <h3 id="getting-started">Getting Started<a class="anchor" aria-label="anchor" hr
 </tr></tbody></table><p>
       The actual schedule may vary slightly depending on the topics and exercises chosen by the instructor.
       </p>
-      </section><section id="setup"><section><h2 class="section-heading" id="overview">Overview<a class="anchor" aria-label="anchor" href="#overview"></a>
-<a class="anchor" aria-label="anchor" href="#overview"></a></h2>
+      </section><section id="setup"><section><h2 class="section-heading" id="overview">Overview<a class="anchor" aria-label="anchor" href="#overview"></a></h2>
 <hr class="half-width"><p>This lesson is designed to be run on a personal computer. All of the
 software and data used in this lesson are freely available online, and
 instructions on how to obtain them are provided below.</p>
-</section><section><h2 class="section-heading" id="install-python">Install Python<a class="anchor" aria-label="anchor" href="#install-python"></a>
-<a class="anchor" aria-label="anchor" href="#install-python"></a></h2>
+</section><section><h2 class="section-heading" id="install-python">Install Python<a class="anchor" aria-label="anchor" href="#install-python"></a></h2>
 <hr class="half-width"><p>In this lesson, we will be using Python 3 with some of its most
 popular scientific libraries. Although one can install a plain-vanilla
 Python and all required libraries by hand, we recommend installing <a href="https://www.anaconda.com/" class="external-link">Anaconda</a>, a Python distribution
@@ -563,8 +560,7 @@ <h3 id="getting-started">Getting Started<a class="anchor" aria-label="anchor" hr
 Carpentries <a href="https://carpentries.github.io/workshop-template/install_instructions/#python" class="external-link">template
 website for workshops</a> and in <a href="https://docs.anaconda.com/anaconda/install" class="external-link">Anaconda
 documentation</a>.</p>
-</section><section><h2 class="section-heading" id="obtain-lesson-materials">Obtain lesson materials<a class="anchor" aria-label="anchor" href="#obtain-lesson-materials"></a>
-<a class="anchor" aria-label="anchor" href="#obtain-lesson-materials"></a></h2>
+</section><section><h2 class="section-heading" id="obtain-lesson-materials">Obtain lesson materials<a class="anchor" aria-label="anchor" href="#obtain-lesson-materials"></a></h2>
 <hr class="half-width"><ol style="list-style-type: decimal"><li>Download <a href="../data/python-novice-inflammation-data.zip">python-novice-inflammation-data.zip</a>
 and <a href="../files/code/python-novice-inflammation-code.zip">python-novice-inflammation-code.zip</a>.</li>
 <li>Create a folder called <code>swc-python</code> on your Desktop.</li>
@@ -573,15 +569,13 @@ <h3 id="getting-started">Getting Started<a class="anchor" aria-label="anchor" hr
 </ol><p>You should see two folders called <code>data</code> and
 <code>code</code> in the <code>swc-python</code> directory on your
 Desktop.</p>
-</section><section><h2 class="section-heading" id="launch-python-interface">Launch Python interface<a class="anchor" aria-label="anchor" href="#launch-python-interface"></a>
-<a class="anchor" aria-label="anchor" href="#launch-python-interface"></a></h2>
+</section><section><h2 class="section-heading" id="launch-python-interface">Launch Python interface<a class="anchor" aria-label="anchor" href="#launch-python-interface"></a></h2>
 <hr class="half-width"><p>To start working with Python, we need to launch a program that will
 interpret and execute our Python commands. Below we list several
 options. If you don’t have a preference, proceed with the top option in
 the list that is available on your machine. Otherwise, you may use any
 interface you like.</p>
-</section><section><h2 class="section-heading" id="option-a-jupyter-notebook">Option A: Jupyter Notebook<a class="anchor" aria-label="anchor" href="#option-a-jupyter-notebook"></a>
-<a class="anchor" aria-label="anchor" href="#option-a-jupyter-notebook"></a></h2>
+</section><section><h2 class="section-heading" id="option-a-jupyter-notebook">Option A: Jupyter Notebook<a class="anchor" aria-label="anchor" href="#option-a-jupyter-notebook"></a></h2>
 <hr class="half-width"><p>A Jupyter Notebook provides a browser-based interface for working
 with Python. If you installed Anaconda, you can launch a notebook in two
 ways:</p>
@@ -593,7 +587,7 @@ <h3 class="accordion-header" id="headingSpoiler1">
   Anaconda Navigator
   </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
 <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,
@@ -618,7 +612,7 @@ <h3 class="accordion-header" id="headingSpoiler6">
   Command line (Terminal)
   </h3>
 </button>
-<div id="collapseSpoiler6" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler6" aria-labelledby="headingSpoiler6">
+<div id="collapseSpoiler6" class="accordion-collapse collapse" aria-labelledby="headingSpoiler6" data-bs-parent="#accordionSpoiler6">
 <div class="accordion-body">
 <p>1. Navigate to the <code>data</code> directory:</p>
 <div id="accordionSpoiler2" class="accordion spoiler-accordion accordion-flush">
@@ -629,7 +623,7 @@ <h3 class="accordion-header" id="headingSpoiler2">
   Unix shell
   </h3>
 </button>
-<div id="collapseSpoiler2" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler2" aria-labelledby="headingSpoiler2">
+<div id="collapseSpoiler2" class="accordion-collapse collapse" aria-labelledby="headingSpoiler2" data-bs-parent="#accordionSpoiler2">
 <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
@@ -651,7 +645,7 @@ <h3 class="accordion-header" id="headingSpoiler3">
   Command Prompt (Windows)
   </h3>
 </button>
-<div id="collapseSpoiler3" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler3" aria-labelledby="headingSpoiler3">
+<div id="collapseSpoiler3" class="accordion-collapse collapse" aria-labelledby="headingSpoiler3" data-bs-parent="#accordionSpoiler3">
 <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
@@ -672,7 +666,7 @@ <h3 class="accordion-header" id="headingSpoiler4">
   Unix shell
   </h3>
 </button>
-<div id="collapseSpoiler4" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler4" aria-labelledby="headingSpoiler4">
+<div id="collapseSpoiler4" class="accordion-collapse collapse" aria-labelledby="headingSpoiler4" data-bs-parent="#accordionSpoiler4">
 <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>
@@ -691,7 +685,7 @@ <h3 class="accordion-header" id="headingSpoiler5">
   Command Prompt (Windows)
   </h3>
 </button>
-<div id="collapseSpoiler5" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler5" aria-labelledby="headingSpoiler5">
+<div id="collapseSpoiler5" class="accordion-collapse collapse" aria-labelledby="headingSpoiler5" data-bs-parent="#accordionSpoiler5">
 <div class="accordion-body">
 <pre class="source"><code>python -m notebook</code></pre>
 </div>
@@ -705,8 +699,7 @@ <h3 class="accordion-header" id="headingSpoiler5">
 </div>
 </div>
 <p>  <!-- vertical spacer --></p>
-</section><section><h2 class="section-heading" id="option-b-ipython-interpreter">Option B: IPython interpreter<a class="anchor" aria-label="anchor" href="#option-b-ipython-interpreter"></a>
-<a class="anchor" aria-label="anchor" href="#option-b-ipython-interpreter"></a></h2>
+</section><section><h2 class="section-heading" id="option-b-ipython-interpreter">Option B: IPython interpreter<a class="anchor" aria-label="anchor" href="#option-b-ipython-interpreter"></a></h2>
 <hr class="half-width"><p>IPython is an alternative solution situated somewhere in between the
 plain-vanilla Python interpreter and Jupyter Notebook. It provides an
 interactive command-line based interpreter with various convenience
@@ -715,8 +708,7 @@ <h3 class="accordion-header" id="headingSpoiler5">
 <p>To start using IPython, execute:</p>
 <pre class="source"><code><span><span class="va">ipython</span></span></code></pre>
 <p>  <!-- vertical spacer --></p>
-</section><section><h2 class="section-heading" id="option-c-plain-vanilla-python-interpreter">Option C: plain-vanilla Python interpreter<a class="anchor" aria-label="anchor" href="#option-c-plain-vanilla-python-interpreter"></a>
-<a class="anchor" aria-label="anchor" href="#option-c-plain-vanilla-python-interpreter"></a></h2>
+</section><section><h2 class="section-heading" id="option-c-plain-vanilla-python-interpreter">Option C: plain-vanilla Python interpreter<a class="anchor" aria-label="anchor" href="#option-c-plain-vanilla-python-interpreter"></a></h2>
 <hr class="half-width"><p>To launch a plain-vanilla Python interpreter, execute:</p>
 <pre class="source"><code><span><span class="va">python</span></span></code></pre>
 <p>If you are using <a href="https://gitforwindows.org" class="external-link">Git Bash on
@@ -750,7 +742,7 @@ <h3 class="accordion-header" id="headingSpoiler5">
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">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/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -772,8 +764,8 @@ <h3 class="accordion-header" id="headingSpoiler5">
   "url": "https://swcarpentry.github.io/python-novice-inflammation/instructor/index.html",
   "identifier": "https://swcarpentry.github.io/python-novice-inflammation/instructor/index.html",
   "dateCreated": "2014-11-25",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
+  "dateModified": "2024-08-27",
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index 2ebf56615..308a51558 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -384,10 +384,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
             </div>
 
             <hr class="half-width">
-<div class="accordion accordion-flush resources" id="accordionFlush12">
+<div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -413,7 +413,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources">
+            <hr class="half-width lesson-resources">
 <a href="../instructor/aio.html">See all in one page</a>
 
 
@@ -439,7 +439,6 @@ <h1>Instructor Notes</h1>
         
 
 <section><h2 class="section-heading" id="about-the-lesson">About the lesson<a class="anchor" aria-label="anchor" href="#about-the-lesson"></a>
-<a class="anchor" aria-label="anchor" href="#about-the-lesson"></a>
 </h2>
 <hr class="half-width">
 <p>Our real goal isn’t to teach workshop attendees Python as a
@@ -452,7 +451,6 @@ <h1>Instructor Notes</h1>
 scientists.</li>
 <li>It is easier for novices to pick up than most other languages.</li>
 </ol></section><section><h2 class="section-heading" id="legend">Legend<a class="anchor" aria-label="anchor" href="#legend"></a>
-<a class="anchor" aria-label="anchor" href="#legend"></a>
 </h2>
 <hr class="half-width">
 <p>We are using a dataset with records on inflammation from patients
@@ -461,7 +459,6 @@ <h1>Instructor Notes</h1>
 been synthetically generated in Python by the imaginary “Dr. Maverick”!
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