diff --git a/01-introduction.html b/01-introduction.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">
                     RESOURCES
                   </button>
                 </h2>
@@ -313,7 +313,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
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-            <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">
@@ -396,8 +396,7 @@ <h3 class="card-title">Objectives</h3>
 (<code>skimage</code>) library</a>. With careful experimental design,
 Python code can be a powerful instrument in answering many different
 kinds of questions.</p>
-<section><h2 class="section-heading" id="uses-of-image-processing-in-research">Uses of Image Processing in Research<a class="anchor" aria-label="anchor" href="#uses-of-image-processing-in-research"></a>
-<a class="anchor" aria-label="anchor" href="#uses-of-image-processing-in-research"></a></h2>
+<section><h2 class="section-heading" id="uses-of-image-processing-in-research">Uses of Image Processing in Research<a class="anchor" aria-label="anchor" href="#uses-of-image-processing-in-research"></a></h2>
 <hr class="half-width"><p>Automated processing can be used to analyse many different properties
 of an image, including the distribution and change in colours in the
 image, the number, size, position, orientation, and shape of objects in
@@ -418,8 +417,7 @@ <h3 class="card-title">Objectives</h3>
 Most of the examples used in this lesson focus on one particular class
 of image processing technique, <em>morphometrics</em>, but what you will
 learn can be used to solve a much wider range of problems.</p>
-</section><section><h2 class="section-heading" id="morphometrics">Morphometrics<a class="anchor" aria-label="anchor" href="#morphometrics"></a>
-<a class="anchor" aria-label="anchor" href="#morphometrics"></a></h2>
+</section><section><h2 class="section-heading" id="morphometrics">Morphometrics<a class="anchor" aria-label="anchor" href="#morphometrics"></a></h2>
 <hr class="half-width"><p>Morphometrics involves counting the number of objects in an image,
 analyzing the size of the objects, or analyzing the shape of the
 objects. For example, we might be interested in automatically counting
@@ -433,8 +431,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="why-write-a-program-to-do-that" class="callout-inner">
-<h3 class="callout-title">Why write a program to do that?<a class="anchor" aria-label="anchor" href="#why-write-a-program-to-do-that"></a>
-</h3>
+<h3 class="callout-title">Why write a program to do that?</h3>
 <div class="callout-content">
 <p>Note that you can easily manually count the number of bacteria
 colonies shown in the morphometric example above. Why should we learn
@@ -469,8 +466,7 @@ <h3 class="callout-title">Why write a program to do that?<a class="anchor" aria-
 <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>Simple Python and scikit-image techniques can be used to solve
 genuine image analysis problems.</li>
@@ -515,7 +511,7 @@ <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>
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 	<div id="to-top">
@@ -538,7 +534,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/image-processing/01-introduction.html",
   "dateCreated": "2017-03-14",
   "dateModified": "2023-07-26",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/02-image-basics.html b/02-image-basics.html
index 678a476d..4af55a81 100644
--- a/02-image-basics.html
+++ b/02-image-basics.html
@@ -302,10 +302,10 @@ <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>
@@ -325,7 +325,7 @@ <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>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Callout<a class="anchor" aria-label="anchor" href="#callout1"></a>
-</h3>
+<h3 class="callout-title">Callout</h3>
 <div class="callout-content">
 <p>Feel free to make use of the <a href="./files/cheatsheet.html">available cheat-sheet</a> as a guide for
 the rest of the course material. View it online, share it, or print the
@@ -423,8 +422,7 @@ <h3 class="callout-title">Callout<a class="anchor" aria-label="anchor" href="#ca
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="pixels">Pixels<a class="anchor" aria-label="anchor" href="#pixels"></a>
-<a class="anchor" aria-label="anchor" href="#pixels"></a></h2>
+<section><h2 class="section-heading" id="pixels">Pixels<a class="anchor" aria-label="anchor" href="#pixels"></a></h2>
 <hr class="half-width"><p>It is important to realise that images are stored as rectangular
 arrays of hundreds, thousands, or millions of discrete “picture
 elements,” otherwise known as <em>pixels</em>. Each pixel can be thought
@@ -447,8 +445,7 @@ <h3 class="callout-title">Callout<a class="anchor" aria-label="anchor" href="#ca
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="matrices-arrays-images-and-pixels" class="callout-inner">
-<h3 class="callout-title">Matrices, arrays, images and pixels<a class="anchor" aria-label="anchor" href="#matrices-arrays-images-and-pixels"></a>
-</h3>
+<h3 class="callout-title">Matrices, arrays, images and pixels</h3>
 <div class="callout-content">
 <p>A <strong>matrix</strong> is a mathematical concept - numbers evenly
 arranged in a rectangle. This can be a two-dimensional rectangle, like
@@ -467,8 +464,7 @@ <h3 class="callout-title">Matrices, arrays, images and pixels<a class="anchor" a
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="loading-images">Loading images<a class="anchor" aria-label="anchor" href="#loading-images"></a>
-<a class="anchor" aria-label="anchor" href="#loading-images"></a></h2>
+</section><section><h2 class="section-heading" id="loading-images">Loading images<a class="anchor" aria-label="anchor" href="#loading-images"></a></h2>
 <hr class="half-width"><p>As noted, images we want to analyze (process) with Python are loaded
 into arrays. There are multiple ways to load images. In this lesson, we
 use imageio, a Python library for reading (loading) and writing (saving)
@@ -506,8 +502,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <div id="why-not-use-skimage.io.imread" class="callout-inner">
 <h3 class="callout-title">Why not use
-<code>skimage.io.imread()</code>?<a class="anchor" aria-label="anchor" href="#why-not-use-skimage.io.imread"></a>
-</h3>
+<code>skimage.io.imread()</code>?</h3>
 <div class="callout-content">
 <p>The scikit-image library has its own function to read an image, so
 you might be asking why we don’t use it here. Actually,
@@ -525,8 +520,7 @@ <h3 class="callout-title">Why not use
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="beyond-numpy-arrays" class="callout-inner">
-<h3 class="callout-title">Beyond NumPy arrays<a class="anchor" aria-label="anchor" href="#beyond-numpy-arrays"></a>
-</h3>
+<h3 class="callout-title">Beyond NumPy arrays</h3>
 <div class="callout-content">
 <p>Beyond NumPy arrays, there exist other types of variables which are
 array-like. Notably, <a href="https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.html" class="external-link">pandas.DataFrame</a>
@@ -544,8 +538,7 @@ <h3 class="callout-title">Beyond NumPy arrays<a class="anchor" aria-label="ancho
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="working-with-pixels">Working with pixels<a class="anchor" aria-label="anchor" href="#working-with-pixels"></a>
-<a class="anchor" aria-label="anchor" href="#working-with-pixels"></a></h2>
+</section><section><h2 class="section-heading" id="working-with-pixels">Working with pixels<a class="anchor" aria-label="anchor" href="#working-with-pixels"></a></h2>
 <hr class="half-width"><p>First, let us add the necessary imports:</p>
 <div class="codewrapper sourceCode" id="cb4">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -562,8 +555,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="import-statements-in-python" class="callout-inner">
-<h3 class="callout-title">Import statements in Python<a class="anchor" aria-label="anchor" href="#import-statements-in-python"></a>
-</h3>
+<h3 class="callout-title">Import statements in Python</h3>
 <div class="callout-content">
 <p>In Python, the <code>import</code> statement is used to load
 additional functionality into a program. This is necessary when we want
@@ -710,8 +702,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="coordinate-system" class="callout-inner">
-<h3 class="callout-title">Coordinate system<a class="anchor" aria-label="anchor" href="#coordinate-system"></a>
-</h3>
+<h3 class="callout-title">Coordinate system</h3>
 <div class="callout-content">
 <p>When we process images, we can access, examine, and / or change the
 colour of any pixel we wish. To do this, we need some convention on how
@@ -746,8 +737,7 @@ <h3 class="callout-title">Coordinate system<a class="anchor" aria-label="anchor"
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="changing-pixel-values-5-min" class="callout-inner">
-<h3 class="callout-title">Changing Pixel Values (5 min)<a class="anchor" aria-label="anchor" href="#changing-pixel-values-5-min"></a>
-</h3>
+<h3 class="callout-title">Changing Pixel Values (5 min)</h3>
 <div class="callout-content">
 <p>Load another copy of eight named five, and then change the value of
 pixels so you have what looks like a 5 instead of an 8. Display the
@@ -786,8 +776,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="more-colours">More colours<a class="anchor" aria-label="anchor" href="#more-colours"></a>
-<a class="anchor" aria-label="anchor" href="#more-colours"></a></h2>
+</section><section><h2 class="section-heading" id="more-colours">More colours<a class="anchor" aria-label="anchor" href="#more-colours"></a></h2>
 <hr class="half-width"><p>Up to now, we only had a 2 colour matrix, but we can have more if we
 use other numbers or fractions. One common way is to use the numbers
 between 0 and 255 to allow for 256 different colours or 256 different
@@ -841,8 +830,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 grayscale color map to represent the luminance, or intensity of the data
 and correspondingly this channel is referred to as the luminance
 channel.</p>
-</section><section><h2 class="section-heading" id="even-more-colours">Even more colours<a class="anchor" aria-label="anchor" href="#even-more-colours"></a>
-<a class="anchor" aria-label="anchor" href="#even-more-colours"></a></h2>
+</section><section><h2 class="section-heading" id="even-more-colours">Even more colours<a class="anchor" aria-label="anchor" href="#even-more-colours"></a></h2>
 <hr class="half-width"><p>This is all well and good at this scale, but what happens when we
 instead have a picture of a natural landscape that contains millions of
 colours. Having a one to one mapping of number to colour like this would
@@ -947,8 +935,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 than square [1, 3]. When all three channels are combined though, the
 blue light of those squares is being diluted by the relative strength of
 red and green being mixed in with them.</p>
-</section><section><h2 class="section-heading" id="bit-rgb-colour">24-bit RGB colour<a class="anchor" aria-label="anchor" href="#bit-rgb-colour"></a>
-<a class="anchor" aria-label="anchor" href="#bit-rgb-colour"></a></h2>
+</section><section><h2 class="section-heading" id="bit-rgb-colour">24-bit RGB colour<a class="anchor" aria-label="anchor" href="#bit-rgb-colour"></a></h2>
 <hr class="half-width"><p>This last colour model we used, known as the <em>RGB (Red, Green,
 Blue)</em> model, is the most common.</p>
 <p>As we saw, the RGB model is an <em>additive</em> colour model, which
@@ -970,8 +957,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="thinking-about-rgb-colours-5-min" class="callout-inner">
-<h3 class="callout-title">Thinking about RGB colours (5 min)<a class="anchor" aria-label="anchor" href="#thinking-about-rgb-colours-5-min"></a>
-</h3>
+<h3 class="callout-title">Thinking about RGB colours (5 min)</h3>
 <div class="callout-content">
 <p>Suppose that we represent colours as triples (r, g, b), where each of
 r, g, and b is an integer in [0, 255]. What colours are represented by
@@ -1022,8 +1008,7 @@ <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="rgb-colour-table-optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">RGB colour table (optional, not included in timing)<a class="anchor" aria-label="anchor" href="#rgb-colour-table-optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">RGB colour table (optional, not included in timing)</h3>
 <div class="callout-content">
 <figure><img src="fig/colour-table.png" alt="RGB colour table" class="figure mx-auto d-block"></figure><p>We cannot really provide a complete table. To see why, answer this
 question: How many possible colours can be represented with the 24-bit
@@ -1064,8 +1049,7 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 coordinate. Each pixel in the image is a square point of coloured light,
 where the colour is specified by a 24-bit RGB triplet. Such an image is
 an example of <em>raster graphics</em>.</p>
-</section><section><h2 class="section-heading" id="image-formats">Image formats<a class="anchor" aria-label="anchor" href="#image-formats"></a>
-<a class="anchor" aria-label="anchor" href="#image-formats"></a></h2>
+</section><section><h2 class="section-heading" id="image-formats">Image formats<a class="anchor" aria-label="anchor" href="#image-formats"></a></h2>
 <hr class="half-width"><p>Although the images we will manipulate in our programs are
 conceptualised as rectangular arrays of RGB triplets, they are not
 necessarily created, stored, or transmitted in that format. There are
@@ -1080,8 +1064,7 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 <td align="left">.jpg or .jpeg</td>
 </tr><tr class="odd"><td align="left">Tagged Image File Format (TIFF)</td>
 <td align="left">.tif or .tiff</td>
-</tr></tbody></table></section><section><h2 class="section-heading" id="bmp">BMP<a class="anchor" aria-label="anchor" href="#bmp"></a>
-<a class="anchor" aria-label="anchor" href="#bmp"></a></h2>
+</tr></tbody></table></section><section><h2 class="section-heading" id="bmp">BMP<a class="anchor" aria-label="anchor" href="#bmp"></a></h2>
 <hr class="half-width"><p>The file format that comes closest to our preceding conceptualisation
 of images is the Device-Independent Bitmap, or BMP, file format. BMP
 files store raster graphics images as long sequences of binary-encoded
@@ -1102,8 +1085,7 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 may not be able to detect some important aspect if we are working with
 compressed images. Since compression is important to us, we should take
 a brief detour and discuss the concept.</p>
-</section><section><h2 class="section-heading" id="image-compression">Image compression<a class="anchor" aria-label="anchor" href="#image-compression"></a>
-<a class="anchor" aria-label="anchor" href="#image-compression"></a></h2>
+</section><section><h2 class="section-heading" id="image-compression">Image compression<a class="anchor" aria-label="anchor" href="#image-compression"></a></h2>
 <hr class="half-width"><p>Before discussing additional formats, familiarity with image
 compression will be helpful. Let’s delve into that subject with a
 challenge. For this challenge, you will need to know about bits / bytes
@@ -1114,8 +1096,7 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="bits-and-bytes" class="callout-inner">
-<h3 class="callout-title">Bits and bytes<a class="anchor" aria-label="anchor" href="#bits-and-bytes"></a>
-</h3>
+<h3 class="callout-title">Bits and bytes</h3>
 <div class="callout-content">
 <p>Before we talk specifically about images, we first need to understand
 how numbers are stored in a modern digital computer. When we think of a
@@ -1168,8 +1149,7 @@ <h3 class="callout-title">Bits and bytes<a class="anchor" aria-label="anchor" hr
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="bmp-image-size-optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">BMP image size (optional, not included in timing)<a class="anchor" aria-label="anchor" href="#bmp-image-size-optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">BMP image size (optional, not included in timing)</h3>
 <div class="callout-content">
 <p>Imagine that we have a fairly large, but very boring image: a 5,000 ×
 5,000 pixel image composed of nothing but white pixels. If we used an
@@ -1245,8 +1225,7 @@ <h3 id="lossy-compression">Lossy compression<a class="anchor" aria-label="anchor
 lossless formats, given an image saved in a lossy format, there is no
 way to reconstruct the original image in a byte-by-byte manner.</p>
 </div>
-</section><section><h2 class="section-heading" id="jpeg">JPEG<a class="anchor" aria-label="anchor" href="#jpeg"></a>
-<a class="anchor" aria-label="anchor" href="#jpeg"></a></h2>
+</section><section><h2 class="section-heading" id="jpeg">JPEG<a class="anchor" aria-label="anchor" href="#jpeg"></a></h2>
 <hr class="half-width"><p>JPEG images are perhaps the most commonly encountered digital images
 today. JPEG uses lossy compression, and the degree of compression can be
 tuned to your liking. It supports 24-bit colour depth, and since the
@@ -1257,8 +1236,7 @@ <h3 id="lossy-compression">Lossy compression<a class="anchor" aria-label="anchor
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="examining-actual-image-sizes-optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">Examining actual image sizes (optional, not included in timing)<a class="anchor" aria-label="anchor" href="#examining-actual-image-sizes-optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">Examining actual image sizes (optional, not included in timing)</h3>
 <div class="callout-content">
 <p>Let us see the effects of image compression on image size with actual
 images. The following script creates a square white image 5000 x 5000
@@ -1300,8 +1278,7 @@ <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="comparing-lossless-versus-lossy-compression-optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">Comparing lossless versus lossy compression (optional, not included in timing)<a class="anchor" aria-label="anchor" href="#comparing-lossless-versus-lossy-compression-optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">Comparing lossless versus lossy compression (optional, not included in timing)</h3>
 <div class="callout-content">
 <p>Let us see a hands-on example of lossless versus lossy compression.
 Open a terminal (or Windows PowerShell) and navigate to the
@@ -1378,8 +1355,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 if your images are stored in the cloud and therefore must be downloaded
 to your system before you use them, you may wish to use a compressed
 image format to speed up file transfer time.</p>
-</section><section><h2 class="section-heading" id="png">PNG<a class="anchor" aria-label="anchor" href="#png"></a>
-<a class="anchor" aria-label="anchor" href="#png"></a></h2>
+</section><section><h2 class="section-heading" id="png">PNG<a class="anchor" aria-label="anchor" href="#png"></a></h2>
 <hr class="half-width"><p>PNG images are well suited for storing diagrams. It uses a lossless
 compression and is hence often used in web applications for
 non-photographic images. The format is able to store RGB and plain
@@ -1388,8 +1364,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 filter, like taking the difference of adjacent pixels, can be applied to
 increase the compressability of the data. The filtered data is then
 compressed in the next step and written out to the disk.</p>
-</section><section><h2 class="section-heading" id="tiff">TIFF<a class="anchor" aria-label="anchor" href="#tiff"></a>
-<a class="anchor" aria-label="anchor" href="#tiff"></a></h2>
+</section><section><h2 class="section-heading" id="tiff">TIFF<a class="anchor" aria-label="anchor" href="#tiff"></a></h2>
 <hr class="half-width"><p>TIFF images are popular with publishers, graphics designers, and
 photographers. TIFF images can be uncompressed, or compressed using
 either lossless or lossy compression schemes, depending on the settings
@@ -1397,8 +1372,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 JPEG formats. The main disadvantage of TIFF images (other than the size
 of images in the uncompressed version of the format) is that they are
 not universally readable by image viewing and manipulation software.</p>
-</section><section><h2 class="section-heading" id="metadata">Metadata<a class="anchor" aria-label="anchor" href="#metadata"></a>
-<a class="anchor" aria-label="anchor" href="#metadata"></a></h2>
+</section><section><h2 class="section-heading" id="metadata">Metadata<a class="anchor" aria-label="anchor" href="#metadata"></a></h2>
 <hr class="half-width"><p>JPEG and TIFF images support the inclusion of <em>metadata</em> in
 images. Metadata is textual information that is contained within an
 image file. Metadata holds information about the image itself, such as
@@ -1419,8 +1393,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="accessing-metadata" class="callout-inner">
-<h3 class="callout-title">Accessing Metadata<a class="anchor" aria-label="anchor" href="#accessing-metadata"></a>
-</h3>
+<h3 class="callout-title">Accessing Metadata</h3>
 <div class="callout-content">
 <p><code>imageio.v3</code> provides a way to display or explore the
 metadata associated with an image. Metadata is served independently from
@@ -1462,8 +1435,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="summary-of-image-formats-used-in-this-lesson">Summary of image formats used in this lesson<a class="anchor" aria-label="anchor" href="#summary-of-image-formats-used-in-this-lesson"></a>
-<a class="anchor" aria-label="anchor" href="#summary-of-image-formats-used-in-this-lesson"></a></h2>
+</section><section><h2 class="section-heading" id="summary-of-image-formats-used-in-this-lesson">Summary of image formats used in this lesson<a class="anchor" aria-label="anchor" href="#summary-of-image-formats-used-in-this-lesson"></a></h2>
 <hr class="half-width"><p>The following table summarises the characteristics of the BMP, JPEG,
 and TIFF image formats:</p>
 <table class="table"><colgroup><col width="19%"><col width="15%"><col width="12%"><col width="26%"><col width="26%"></colgroup><thead><tr class="header"><th align="left">Format</th>
@@ -1497,8 +1469,7 @@ <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>Digital images are represented as rectangular arrays of square
 pixels.</li>
@@ -1563,7 +1534,7 @@ <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">
@@ -1586,7 +1557,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/image-processing/02-image-basics.html",
   "dateCreated": "2017-03-14",
   "dateModified": "2024-06-18",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/03-skimage-images.html b/03-skimage-images.html
index 1432c199..fb92c844 100644
--- a/03-skimage-images.html
+++ b/03-skimage-images.html
@@ -293,10 +293,10 @@ <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>
@@ -316,7 +316,7 @@ <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">
@@ -388,8 +388,7 @@ <h3 class="card-title">Objectives</h3>
 <p>We have covered much of how images are represented in computer
 software. In this episode we will learn some more methods for accessing
 and changing digital images.</p>
-<section><h2 class="section-heading" id="first-import-the-packages-needed-for-this-episode">First, import the packages needed for this episode<a class="anchor" aria-label="anchor" href="#first-import-the-packages-needed-for-this-episode"></a>
-<a class="anchor" aria-label="anchor" href="#first-import-the-packages-needed-for-this-episode"></a></h2>
+<section><h2 class="section-heading" id="first-import-the-packages-needed-for-this-episode">First, import the packages needed for this episode<a class="anchor" aria-label="anchor" href="#first-import-the-packages-needed-for-this-episode"></a></h2>
 <hr class="half-width"><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>
 </h3>
@@ -401,8 +400,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb1-6"><a href="#cb1-6" tabindex="-1"></a></span>
 <span id="cb1-7"><a href="#cb1-7" tabindex="-1"></a><span class="op">%</span>matplotlib widget</span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="reading-displaying-and-saving-images">Reading, displaying, and saving images<a class="anchor" aria-label="anchor" href="#reading-displaying-and-saving-images"></a>
-<a class="anchor" aria-label="anchor" href="#reading-displaying-and-saving-images"></a></h2>
+</section><section><h2 class="section-heading" id="reading-displaying-and-saving-images">Reading, displaying, and saving images<a class="anchor" aria-label="anchor" href="#reading-displaying-and-saving-images"></a></h2>
 <hr class="half-width"><p>Imageio provides intuitive functions for reading and writing (saving)
 images. All of the popular image formats, such as BMP, PNG, JPEG, and
 TIFF are supported, along with several more esoteric formats. Check the
@@ -452,8 +450,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="metadata-revisited" class="callout-inner">
-<h3 class="callout-title">Metadata, revisited<a class="anchor" aria-label="anchor" href="#metadata-revisited"></a>
-</h3>
+<h3 class="callout-title">Metadata, revisited</h3>
 <div class="callout-content">
 <p>Remember, as mentioned in the previous section, <em>images saved with
 <code>imwrite()</code> will not retain all metadata associated with the
@@ -468,8 +465,7 @@ <h3 class="callout-title">Metadata, revisited<a class="anchor" aria-label="ancho
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="extensions-do-not-always-dictate-file-type" class="callout-inner">
-<h3 class="callout-title">Extensions do not always dictate file type<a class="anchor" aria-label="anchor" href="#extensions-do-not-always-dictate-file-type"></a>
-</h3>
+<h3 class="callout-title">Extensions do not always dictate file type</h3>
 <div class="callout-content">
 <p>The <code>iio.imwrite()</code> function automatically uses the file
 type we specify in the file name parameter’s extension. Note that this
@@ -485,8 +481,7 @@ <h3 class="callout-title">Extensions do not always dictate file type<a class="an
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="named-versus-positional-arguments" class="callout-inner">
-<h3 class="callout-title">Named versus positional arguments<a class="anchor" aria-label="anchor" href="#named-versus-positional-arguments"></a>
-</h3>
+<h3 class="callout-title">Named versus positional arguments</h3>
 <div class="callout-content">
 <p>When we call functions in Python, there are two ways we can specify
 the necessary arguments. We can specify the arguments
@@ -514,8 +509,7 @@ <h3 class="callout-title">Named versus positional arguments<a class="anchor" ari
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="resizing-an-image-10-min" class="callout-inner">
-<h3 class="callout-title">Resizing an image (10 min)<a class="anchor" aria-label="anchor" href="#resizing-an-image-10-min"></a>
-</h3>
+<h3 class="callout-title">Resizing an image (10 min)</h3>
 <div class="callout-content">
 <p>Using the <code>chair.jpg</code> image located in the data folder,
 write a Python script to read your image into a variable named
@@ -537,8 +531,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Callout<a class="anchor" aria-label="anchor" href="#callout4"></a>
-</h3>
+<h3 class="callout-title">Callout</h3>
 <div class="callout-content">
 <p>Note that the pixel values in the new image are an approximation of
 the original values and should not be confused with actual, observed
@@ -611,8 +604,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="manipulating-pixels">Manipulating pixels<a class="anchor" aria-label="anchor" href="#manipulating-pixels"></a>
-<a class="anchor" aria-label="anchor" href="#manipulating-pixels"></a></h2>
+</section><section><h2 class="section-heading" id="manipulating-pixels">Manipulating pixels<a class="anchor" aria-label="anchor" href="#manipulating-pixels"></a></h2>
 <hr class="half-width"><p>In <a href="02-image-basics.html">the <em>Image Basics</em>
 episode</a>, we individually manipulated the colours of pixels by
 changing the numbers stored in the image’s NumPy array. Let’s apply the
@@ -636,8 +628,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="loading-images-with-imageio-read-only-arrays" class="callout-inner">
-<h3 class="callout-title">Loading images with imageio: Read-only arrays<a class="anchor" aria-label="anchor" href="#loading-images-with-imageio-read-only-arrays"></a>
-</h3>
+<h3 class="callout-title">Loading images with imageio: Read-only arrays</h3>
 <div class="callout-content">
 <p>When loading an image with imageio, in certain situations the image
 is stored in a read-only array. If you attempt to manipulate the pixels
@@ -678,8 +669,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 whole 3-dimensional array with a value less that 128 is set to zero. In
 this case, the result is an image in which the extraneous background
 detail has been removed.</p>
-<figure><img src="fig/maize-root-cluster-threshold.jpg" alt="Thresholded root image" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="converting-colour-images-to-grayscale">Converting colour images to grayscale<a class="anchor" aria-label="anchor" href="#converting-colour-images-to-grayscale"></a>
-<a class="anchor" aria-label="anchor" href="#converting-colour-images-to-grayscale"></a></h2>
+<figure><img src="fig/maize-root-cluster-threshold.jpg" alt="Thresholded root image" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="converting-colour-images-to-grayscale">Converting colour images to grayscale<a class="anchor" aria-label="anchor" href="#converting-colour-images-to-grayscale"></a></h2>
 <hr class="half-width"><p>It is often easier to work with grayscale images, which have a single
 channel, instead of colour images, which have three channels.
 scikit-image offers the function <code>ski.color.rgb2gray()</code> to
@@ -697,7 +687,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="colour-and-color" class="callout-inner">
-<h3 class="callout-title">Colour and <code>color</code><a class="anchor" aria-label="anchor" href="#colour-and-color"></a>
+<h3 class="callout-title">Colour and <code>color</code>
 </h3>
 <div class="callout-content">
 <p>The Carpentries generally prefers UK English spelling, which is why
@@ -758,8 +748,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="loading-images-with-imageio-pixel-type-and-depth" class="callout-inner">
-<h3 class="callout-title">Loading images with imageio: Pixel type and depth<a class="anchor" aria-label="anchor" href="#loading-images-with-imageio-pixel-type-and-depth"></a>
-</h3>
+<h3 class="callout-title">Loading images with imageio: Pixel type and depth</h3>
 <div class="callout-content">
 <p>When loading an image with <code>mode="L"</code>, the pixel values
 are stored as 8-bit integer numbers that can take values in the range
@@ -780,8 +769,7 @@ <h3 class="callout-title">Loading images with imageio: Pixel type and depth<a cl
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="keeping-only-low-intensity-pixels-10-min" class="callout-inner">
-<h3 class="callout-title">Keeping only low intensity pixels (10 min)<a class="anchor" aria-label="anchor" href="#keeping-only-low-intensity-pixels-10-min"></a>
-</h3>
+<h3 class="callout-title">Keeping only low intensity pixels (10 min)</h3>
 <div class="callout-content">
 <p>A little earlier, we showed how we could use Python and scikit-image
 to turn on only the high intensity pixels from an image, while turning
@@ -848,8 +836,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="plotting-single-channel-images-cmap-vmin-vmax" class="callout-inner">
-<h3 class="callout-title">Plotting single channel images (cmap, vmin, vmax)<a class="anchor" aria-label="anchor" href="#plotting-single-channel-images-cmap-vmin-vmax"></a>
-</h3>
+<h3 class="callout-title">Plotting single channel images (cmap, vmin, vmax)</h3>
 <div class="callout-content">
 <p>Compared to a colour image, a grayscale image contains only a single
 intensity value per pixel. When we plot such an image with
@@ -872,8 +859,7 @@ <h3 class="callout-title">Plotting single channel images (cmap, vmin, vmax)<a cl
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="access-via-slicing">Access via slicing<a class="anchor" aria-label="anchor" href="#access-via-slicing"></a>
-<a class="anchor" aria-label="anchor" href="#access-via-slicing"></a></h2>
+</section><section><h2 class="section-heading" id="access-via-slicing">Access via slicing<a class="anchor" aria-label="anchor" href="#access-via-slicing"></a></h2>
 <hr class="half-width"><p>As noted in the previous lesson scikit-image images are stored as
 NumPy arrays, so we can use array slicing to select rectangular areas of
 an image. Then, we can save the selection as a new image, change the
@@ -951,8 +937,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="practicing-with-slices-10-min---optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">Practicing with slices (10 min - optional, not included in timing)<a class="anchor" aria-label="anchor" href="#practicing-with-slices-10-min---optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">Practicing with slices (10 min - optional, not included in timing)</h3>
 <div class="callout-content">
 <p>Using the techniques you just learned, write a script that creates,
 displays, and saves a sub-image containing only the plant and its roots
@@ -997,8 +982,7 @@ <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>Images are read from disk with the <code>iio.imread()</code>
 function.</li>
@@ -1057,7 +1041,7 @@ <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">
@@ -1080,7 +1064,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/image-processing/03-skimage-images.html",
   "dateCreated": "2017-03-14",
   "dateModified": "2024-06-07",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/04-drawing.html b/04-drawing.html
index 2d28baf2..f87d4bb0 100644
--- a/04-drawing.html
+++ b/04-drawing.html
@@ -291,10 +291,10 @@ <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>
@@ -314,7 +314,7 @@ <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">
@@ -387,8 +387,7 @@ <h3 class="card-title">Objectives</h3>
 operators. With these tools, we will be able to create programs to
 perform simple analyses of images based on changes in colour or
 shape.</p>
-<section><h2 class="section-heading" id="first-import-the-packages-needed-for-this-episode">First, import the packages needed for this episode<a class="anchor" aria-label="anchor" href="#first-import-the-packages-needed-for-this-episode"></a>
-<a class="anchor" aria-label="anchor" href="#first-import-the-packages-needed-for-this-episode"></a></h2>
+<section><h2 class="section-heading" id="first-import-the-packages-needed-for-this-episode">First, import the packages needed for this episode<a class="anchor" aria-label="anchor" href="#first-import-the-packages-needed-for-this-episode"></a></h2>
 <hr class="half-width"><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>
 </h3>
@@ -401,8 +400,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb1-7"><a href="#cb1-7" tabindex="-1"></a><span class="op">%</span>matplotlib widget</span></code></pre>
 </div>
 <p>Here, we import the same packages as earlier in the lesson.</p>
-</section><section><h2 class="section-heading" id="drawing-on-images">Drawing on images<a class="anchor" aria-label="anchor" href="#drawing-on-images"></a>
-<a class="anchor" aria-label="anchor" href="#drawing-on-images"></a></h2>
+</section><section><h2 class="section-heading" id="drawing-on-images">Drawing on images<a class="anchor" aria-label="anchor" href="#drawing-on-images"></a></h2>
 <hr class="half-width"><p>Often we wish to select only a portion of an image to analyze, and
 ignore the rest. Creating a rectangular sub-image with slicing, as we
 did in <a href="03-skimage-images.html">the <em>Working with
@@ -486,8 +484,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="check-the-documentation" class="callout-inner">
-<h3 class="callout-title">Check the documentation!<a class="anchor" aria-label="anchor" href="#check-the-documentation"></a>
-</h3>
+<h3 class="callout-title">Check the documentation!</h3>
 <div class="callout-content">
 <p>When using an scikit-image function for the first time - or the fifth
 time - it is wise to check how the function is used, via <a href="https://scikit-image.org/docs/dev/user_guide" class="external-link">the scikit-image
@@ -506,8 +503,7 @@ <h3 class="callout-title">Check the documentation!<a class="anchor" aria-label="
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="variable-naming-conventions" class="callout-inner">
-<h3 class="callout-title">Variable naming conventions!<a class="anchor" aria-label="anchor" href="#variable-naming-conventions"></a>
-</h3>
+<h3 class="callout-title">Variable naming conventions!</h3>
 <div class="callout-content">
 <p>You may have wondered why we called the return values of the
 rectangle function <code>rr</code> and <code>cc</code>?! You may have
@@ -529,8 +525,7 @@ <h3 class="callout-title">Variable naming conventions!<a class="anchor" aria-lab
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="other-drawing-operations-15-min" class="callout-inner">
-<h3 class="callout-title">Other drawing operations (15 min)<a class="anchor" aria-label="anchor" href="#other-drawing-operations-15-min"></a>
-</h3>
+<h3 class="callout-title">Other drawing operations (15 min)</h3>
 <div class="callout-content">
 <p>There are other functions for drawing on images, in addition to the
 <code>ski.draw.rectangle()</code> function. We can draw circles, lines,
@@ -675,8 +670,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="image-modification">Image modification<a class="anchor" aria-label="anchor" href="#image-modification"></a>
-<a class="anchor" aria-label="anchor" href="#image-modification"></a></h2>
+</section><section><h2 class="section-heading" id="image-modification">Image modification<a class="anchor" aria-label="anchor" href="#image-modification"></a></h2>
 <hr class="half-width"><p>All that remains is the task of modifying the image using our mask in
 such a way that the areas with <code>True</code> pixels in the mask are
 not shown in the image any more.</p>
@@ -685,8 +679,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="how-does-a-mask-work-optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">How does a mask work? (optional, not included in timing)<a class="anchor" aria-label="anchor" href="#how-does-a-mask-work-optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">How does a mask work? (optional, not included in timing)</h3>
 <div class="callout-content">
 <p>Now, consider the mask image we created above. The values of the mask
 that corresponds to the portion of the image we are interested in are
@@ -750,8 +743,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="masking-an-image-of-your-own-optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">Masking an image of your own (optional, not included in timing)<a class="anchor" aria-label="anchor" href="#masking-an-image-of-your-own-optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">Masking an image of your own (optional, not included in timing)</h3>
 <div class="callout-content">
 <p>Now, it is your turn to practice. Using your mobile phone, tablet,
 webcam, or digital camera, take an image of an object with a simple
@@ -804,8 +796,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="masking-a-96-well-plate-image-30-min" class="callout-inner">
-<h3 class="callout-title">Masking a 96-well plate image (30 min)<a class="anchor" aria-label="anchor" href="#masking-a-96-well-plate-image-30-min"></a>
-</h3>
+<h3 class="callout-title">Masking a 96-well plate image (30 min)</h3>
 <div class="callout-content">
 <p>Consider this image of a 96-well plate that has been scanned on a
 flatbed scanner.</p>
@@ -881,8 +872,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="masking-a-96-well-plate-image-take-two-optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">Masking a 96-well plate image, take two (optional, not included in timing)<a class="anchor" aria-label="anchor" href="#masking-a-96-well-plate-image-take-two-optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">Masking a 96-well plate image, take two (optional, not included in timing)</h3>
 <div class="callout-content">
 <p>If you spent some time looking at the contents of the
 <code>data/centers.txt</code> file from the previous challenge, you may
@@ -961,8 +951,7 @@ <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>We can use the NumPy <code>zeros()</code> function to create a
 blank, black image.</li>
@@ -1010,7 +999,7 @@ <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">
@@ -1033,7 +1022,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/image-processing/04-drawing.html",
   "dateCreated": "2017-03-14",
   "dateModified": "2024-06-07",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/05-creating-histograms.html b/05-creating-histograms.html
index 91be772e..e2e40955 100644
--- a/05-creating-histograms.html
+++ b/05-creating-histograms.html
@@ -292,10 +292,10 @@ <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>
@@ -315,7 +315,7 @@ <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">
@@ -387,8 +387,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 <p>In this episode, we will learn how to use scikit-image functions to
 create and display histograms for images.</p>
-<section><h2 class="section-heading" id="first-import-the-packages-needed-for-this-episode">First, import the packages needed for this episode<a class="anchor" aria-label="anchor" href="#first-import-the-packages-needed-for-this-episode"></a>
-<a class="anchor" aria-label="anchor" href="#first-import-the-packages-needed-for-this-episode"></a></h2>
+<section><h2 class="section-heading" id="first-import-the-packages-needed-for-this-episode">First, import the packages needed for this episode<a class="anchor" aria-label="anchor" href="#first-import-the-packages-needed-for-this-episode"></a></h2>
 <hr class="half-width"><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>
 </h3>
@@ -400,8 +399,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb1-6"><a href="#cb1-6" tabindex="-1"></a></span>
 <span id="cb1-7"><a href="#cb1-7" tabindex="-1"></a><span class="op">%</span>matplotlib widget</span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="introduction-to-histograms">Introduction to Histograms<a class="anchor" aria-label="anchor" href="#introduction-to-histograms"></a>
-<a class="anchor" aria-label="anchor" href="#introduction-to-histograms"></a></h2>
+</section><section><h2 class="section-heading" id="introduction-to-histograms">Introduction to Histograms<a class="anchor" aria-label="anchor" href="#introduction-to-histograms"></a></h2>
 <hr class="half-width"><p>As it pertains to images, a <em>histogram</em> is a graphical
 representation showing how frequently various colour values occur in the
 image. We saw in <a href="02-image-basics.html">the <em>Image
@@ -410,8 +408,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 project involves detecting colour changes between images, histograms
 will prove to be very useful, and histograms are also quite handy as a
 preparatory step before performing <a href="07-thresholding.html">thresholding</a>.</p>
-</section><section><h2 class="section-heading" id="grayscale-histograms">Grayscale Histograms<a class="anchor" aria-label="anchor" href="#grayscale-histograms"></a>
-<a class="anchor" aria-label="anchor" href="#grayscale-histograms"></a></h2>
+</section><section><h2 class="section-heading" id="grayscale-histograms">Grayscale Histograms<a class="anchor" aria-label="anchor" href="#grayscale-histograms"></a></h2>
 <hr class="half-width"><p>We will start with grayscale images, and then move on to colour
 images. We will use this image of a plant seedling as an example: <img src="data/plant-seedling.jpg" alt="Plant seedling" class="figure"></p>
 <p>Here we load the image in grayscale instead of full colour, and
@@ -485,8 +482,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="variable-length-argument-lists" class="callout-inner">
-<h3 class="callout-title">Variable-length argument lists<a class="anchor" aria-label="anchor" href="#variable-length-argument-lists"></a>
-</h3>
+<h3 class="callout-title">Variable-length argument lists</h3>
 <div class="callout-content">
 <p>Note that we cannot used named parameters for the
 <code>ax.set_xlim()</code> or <code>ax.plot()</code> functions. This is
@@ -509,8 +505,7 @@ <h3 class="callout-title">Variable-length argument lists<a class="anchor" aria-l
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="histograms-in-matplotlib" class="callout-inner">
-<h3 class="callout-title">Histograms in Matplotlib<a class="anchor" aria-label="anchor" href="#histograms-in-matplotlib"></a>
-</h3>
+<h3 class="callout-title">Histograms in Matplotlib</h3>
 <div class="callout-content">
 <p>Matplotlib provides a dedicated function to compute and display
 histograms: <code>ax.hist()</code>. We will not use it in this lesson in
@@ -530,8 +525,7 @@ <h3 class="callout-title">Histograms in Matplotlib<a class="anchor" aria-label="
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="using-a-mask-for-a-histogram-15-min" class="callout-inner">
-<h3 class="callout-title">Using a mask for a histogram (15 min)<a class="anchor" aria-label="anchor" href="#using-a-mask-for-a-histogram-15-min"></a>
-</h3>
+<h3 class="callout-title">Using a mask for a histogram (15 min)</h3>
 <div class="callout-content">
 <p>Looking at the histogram above, you will notice that there is a large
 number of very dark pixels, as indicated in the chart by the spike
@@ -554,7 +548,7 @@ <h3 class="callout-title">Using a mask for a histogram (15 min)<a class="anchor"
 <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="cb5">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -597,8 +591,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="colour-histograms">Colour Histograms<a class="anchor" aria-label="anchor" href="#colour-histograms"></a>
-<a class="anchor" aria-label="anchor" href="#colour-histograms"></a></h2>
+</section><section><h2 class="section-heading" id="colour-histograms">Colour Histograms<a class="anchor" aria-label="anchor" href="#colour-histograms"></a></h2>
 <hr class="half-width"><p>We can also create histograms for full colour images, in addition to
 grayscale histograms. We have seen colour histograms before, in <a href="02-image-basics.html">the <em>Image Basics</em> episode</a>. A
 program to create colour histograms starts in a familiar way:</p>
@@ -659,7 +652,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <div id="iterators-tuples-and-enumerate" class="callout-inner">
 <h3 class="callout-title">Iterators, tuples, and
-<code>enumerate()</code><a class="anchor" aria-label="anchor" href="#iterators-tuples-and-enumerate"></a>
+<code>enumerate()</code>
 </h3>
 <div class="callout-content">
 <p>In Python, an <em>iterator</em>, or an <em>iterable object</em>, is
@@ -715,8 +708,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="colour-histogram-with-a-mask-25-min" class="callout-inner">
-<h3 class="callout-title">Colour histogram with a mask (25 min)<a class="anchor" aria-label="anchor" href="#colour-histogram-with-a-mask-25-min"></a>
-</h3>
+<h3 class="callout-title">Colour histogram with a mask (25 min)</h3>
 <div class="callout-content">
 <p>We can also apply a mask to the images we apply the colour histogram
 process to, in the same way we did for grayscale histograms. Consider
@@ -752,7 +744,7 @@ <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="cb11">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -801,8 +793,7 @@ <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>In many cases, we can load images in grayscale by passing the
 <code>mode="L"</code> argument to the <code>iio.imread()</code>
@@ -857,7 +848,7 @@ <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">
@@ -880,7 +871,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/image-processing/05-creating-histograms.html",
   "dateCreated": "2017-03-14",
   "dateModified": "2024-03-14",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/06-blurring.html b/06-blurring.html
index 984d7e46..c0171488 100644
--- a/06-blurring.html
+++ b/06-blurring.html
@@ -291,10 +291,10 @@ <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>
@@ -314,7 +314,7 @@ <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">
@@ -402,8 +402,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="filters" class="callout-inner">
-<h3 class="callout-title">Filters<a class="anchor" aria-label="anchor" href="#filters"></a>
-</h3>
+<h3 class="callout-title">Filters</h3>
 <div class="callout-content">
 <p>In the day-to-day, macroscopic world, we have physical filters which
 separate out objects by size. A filter with small holes allows only
@@ -424,8 +423,7 @@ <h3 class="callout-title">Filters<a class="anchor" aria-label="anchor" href="#fi
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="blurring" class="callout-inner">
-<h3 class="callout-title">Blurring<a class="anchor" aria-label="anchor" href="#blurring"></a>
-</h3>
+<h3 class="callout-title">Blurring</h3>
 <div class="callout-content">
 <p>To blur is to make something less clear or distinct. This could be
 interpreted quite broadly in the context of image analysis - anything
@@ -441,8 +439,7 @@ <h3 class="callout-title">Blurring<a class="anchor" aria-label="anchor" href="#b
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="kernels" class="callout-inner">
-<h3 class="callout-title">Kernels<a class="anchor" aria-label="anchor" href="#kernels"></a>
-</h3>
+<h3 class="callout-title">Kernels</h3>
 <div class="callout-content">
 <p>A kernel can be used to implement a filter on an image. A kernel, in
 this context, is a small matrix which is combined with the image using a
@@ -455,8 +452,7 @@ <h3 class="callout-title">Kernels<a class="anchor" aria-label="anchor" href="#ke
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="gaussian-blur">Gaussian blur<a class="anchor" aria-label="anchor" href="#gaussian-blur"></a>
-<a class="anchor" aria-label="anchor" href="#gaussian-blur"></a></h2>
+<section><h2 class="section-heading" id="gaussian-blur">Gaussian blur<a class="anchor" aria-label="anchor" href="#gaussian-blur"></a></h2>
 <hr class="half-width"><p>Consider this image of a cat, in particular the area of the image
 outlined by the white square.</p>
 <figure><img src="fig/cat.jpg" alt="Cat image" class="figure mx-auto d-block"></figure><p>Now, zoom in on the area of the cat’s eye, as shown in the left-hand
@@ -528,8 +524,7 @@ <h3 class="callout-title">Kernels<a class="anchor" aria-label="anchor" href="#ke
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="image-edges" class="callout-inner">
-<h3 class="callout-title">Image edges<a class="anchor" aria-label="anchor" href="#image-edges"></a>
-</h3>
+<h3 class="callout-title">Image edges</h3>
 <div class="callout-content">
 <p>Something different needs to happen for pixels near the outer limits
 of the image, since the kernel for the filter may be partially off the
@@ -664,8 +659,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb9-2"><a href="#cb9-2" tabindex="-1"></a>fig, ax <span class="op">=</span> plt.subplots()</span>
 <span id="cb9-3"><a href="#cb9-3" tabindex="-1"></a>ax.imshow(blurred)</span></code></pre>
 </div>
-<figure><img src="fig/gaussian-blurred.png" alt="Blurred image" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="visualising-blurring">Visualising Blurring<a class="anchor" aria-label="anchor" href="#visualising-blurring"></a>
-<a class="anchor" aria-label="anchor" href="#visualising-blurring"></a></h2>
+<figure><img src="fig/gaussian-blurred.png" alt="Blurred image" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="visualising-blurring">Visualising Blurring<a class="anchor" aria-label="anchor" href="#visualising-blurring"></a></h2>
 <hr class="half-width"><p>Somebody said once “an image is worth a thousand words”. What is
 actually happening to the image pixels when we apply blurring may be
 difficult to grasp. Let’s now visualise the effects of blurring from a
@@ -742,8 +736,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="d-plots-with-matplotlib" class="callout-inner">
-<h3 class="callout-title">3D Plots with matplotlib<a class="anchor" aria-label="anchor" href="#d-plots-with-matplotlib"></a>
-</h3>
+<h3 class="callout-title">3D Plots with matplotlib</h3>
 <div class="callout-content">
 <p>The code to generate these 3D plots is outside the scope of this
 lesson but can be viewed by following the links in the captions.</p>
@@ -764,8 +757,7 @@ <h3 class="callout-title">3D Plots with matplotlib<a class="anchor" aria-label="
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="experimenting-with-sigma-values-10-min" class="callout-inner">
-<h3 class="callout-title">Experimenting with sigma values (10 min)<a class="anchor" aria-label="anchor" href="#experimenting-with-sigma-values-10-min"></a>
-</h3>
+<h3 class="callout-title">Experimenting with sigma values (10 min)</h3>
 <div class="callout-content">
 <p>The size and shape of the kernel used to blur an image can have a
 significant effect on the result of the blurring and any downstream
@@ -801,8 +793,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="experimenting-with-kernel-shape-10-min---optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">Experimenting with kernel shape (10 min - optional, not included in timing)<a class="anchor" aria-label="anchor" href="#experimenting-with-kernel-shape-10-min---optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">Experimenting with kernel shape (10 min - optional, not included in timing)</h3>
 <div class="callout-content">
 <p>Now, what is the effect of applying an asymmetric kernel to blurring
 an image? Try running the code above with different sigmas in the ry and
@@ -843,8 +834,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="other-methods-of-blurring">Other methods of blurring<a class="anchor" aria-label="anchor" href="#other-methods-of-blurring"></a>
-<a class="anchor" aria-label="anchor" href="#other-methods-of-blurring"></a></h2>
+</section><section><h2 class="section-heading" id="other-methods-of-blurring">Other methods of blurring<a class="anchor" aria-label="anchor" href="#other-methods-of-blurring"></a></h2>
 <hr class="half-width"><p>The Gaussian blur is a way to apply a low-pass filter in
 scikit-image. It is often used to remove Gaussian (i.e., random) noise
 in an image. For other kinds of noise, e.g., “salt and pepper”, a median
@@ -856,8 +846,7 @@ <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>Applying a low-pass blurring filter smooths edges and removes noise
 from an image.</li>
@@ -906,7 +895,7 @@ <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">
@@ -929,7 +918,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/image-processing/06-blurring.html",
   "dateCreated": "2017-03-14",
   "dateModified": "2024-06-18",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/07-thresholding.html b/07-thresholding.html
index c597f7fa..24968034 100644
--- a/07-thresholding.html
+++ b/07-thresholding.html
@@ -292,10 +292,10 @@ <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>
@@ -315,7 +315,7 @@ <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">
@@ -407,8 +407,7 @@ <h3 class="card-title">Objectives</h3>
 functions to perform thresholding. Then, we will use the masks returned
 by these functions to select the parts of an image we are interested
 in.</p>
-<section><h2 class="section-heading" id="first-import-the-packages-needed-for-this-episode">First, import the packages needed for this episode<a class="anchor" aria-label="anchor" href="#first-import-the-packages-needed-for-this-episode"></a>
-<a class="anchor" aria-label="anchor" href="#first-import-the-packages-needed-for-this-episode"></a></h2>
+<section><h2 class="section-heading" id="first-import-the-packages-needed-for-this-episode">First, import the packages needed for this episode<a class="anchor" aria-label="anchor" href="#first-import-the-packages-needed-for-this-episode"></a></h2>
 <hr class="half-width"><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>
 </h3>
@@ -422,8 +421,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb1-8"><a href="#cb1-8" tabindex="-1"></a></span>
 <span id="cb1-9"><a href="#cb1-9" tabindex="-1"></a><span class="op">%</span>matplotlib widget</span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="simple-thresholding">Simple thresholding<a class="anchor" aria-label="anchor" href="#simple-thresholding"></a>
-<a class="anchor" aria-label="anchor" href="#simple-thresholding"></a></h2>
+</section><section><h2 class="section-heading" id="simple-thresholding">Simple thresholding<a class="anchor" aria-label="anchor" href="#simple-thresholding"></a></h2>
 <hr class="half-width"><p>Consider the image <code>data/shapes-01.jpg</code> with a series of
 crudely cut shapes set against a white background.</p>
 <div class="codewrapper sourceCode" id="cb2">
@@ -520,8 +518,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="what-makes-a-good-threshold" class="callout-inner">
-<h3 class="callout-title">What makes a good threshold?<a class="anchor" aria-label="anchor" href="#what-makes-a-good-threshold"></a>
-</h3>
+<h3 class="callout-title">What makes a good threshold?</h3>
 <div class="callout-content">
 <p>As is often the case, the answer to this question is “it depends”. In
 the example above, we could have just switched off all the white
@@ -564,8 +561,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="more-practice-with-simple-thresholding-15-min" class="callout-inner">
-<h3 class="callout-title">More practice with simple thresholding (15 min)<a class="anchor" aria-label="anchor" href="#more-practice-with-simple-thresholding-15-min"></a>
-</h3>
+<h3 class="callout-title">More practice with simple thresholding (15 min)</h3>
 <div class="callout-content">
 <p>Now, it is your turn to practice. Suppose we want to use simple
 thresholding to select only the coloured shapes (in this particular case
@@ -613,7 +609,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <div id="more-practice-with-simple-thresholding-15-min" class="callout-inner">
 <h3 class="callout-title">More practice with simple thresholding (15
-min)<em> (continued)</em><a class="anchor" aria-label="anchor" href="#more-practice-with-simple-thresholding-15-min"></a>
+min)<em> (continued)</em>
 </h3>
 <div class="callout-content">
 <p>Next, create a mask to turn the pixels above the threshold
@@ -661,8 +657,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="automatic-thresholding">Automatic thresholding<a class="anchor" aria-label="anchor" href="#automatic-thresholding"></a>
-<a class="anchor" aria-label="anchor" href="#automatic-thresholding"></a></h2>
+</section><section><h2 class="section-heading" id="automatic-thresholding">Automatic thresholding<a class="anchor" aria-label="anchor" href="#automatic-thresholding"></a></h2>
 <hr class="half-width"><p>The downside of the simple thresholding technique is that we have to
 make an educated guess about the threshold <code>t</code> by inspecting
 the histogram. There are also <em>automatic thresholding</em> methods
@@ -676,8 +671,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="denoising-an-image-before-thresholding" class="callout-inner">
-<h3 class="callout-title">Denoising an image before thresholding<a class="anchor" aria-label="anchor" href="#denoising-an-image-before-thresholding"></a>
-</h3>
+<h3 class="callout-title">Denoising an image before thresholding</h3>
 <div class="callout-content">
 <p>In practice, it is often necessary to denoise the image before
 thresholding, which can be done with one of the methods from <a href="06-blurring.html">the <em>Blurring Images</em> episode</a>.</p>
@@ -768,8 +762,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb15-5"><a href="#cb15-5" tabindex="-1"></a>fig, ax <span class="op">=</span> plt.subplots()</span>
 <span id="cb15-6"><a href="#cb15-6" tabindex="-1"></a>ax.imshow(selection)</span></code></pre>
 </div>
-<figure><img src="fig/maize-root-cluster-selected.png" alt="Masked selection of the maize root system" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="application-measuring-root-mass">Application: measuring root mass<a class="anchor" aria-label="anchor" href="#application-measuring-root-mass"></a>
-<a class="anchor" aria-label="anchor" href="#application-measuring-root-mass"></a></h2>
+<figure><img src="fig/maize-root-cluster-selected.png" alt="Masked selection of the maize root system" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="application-measuring-root-mass">Application: measuring root mass<a class="anchor" aria-label="anchor" href="#application-measuring-root-mass"></a></h2>
 <hr class="half-width"><p>Let us now turn to an application where we can apply thresholding and
 other techniques we have learned to this point. Consider these four
 maize root system images, which you can find in the files
@@ -891,8 +884,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="ignoring-more-of-the-images-brainstorming-10-min" class="callout-inner">
-<h3 class="callout-title">Ignoring more of the images – brainstorming (10 min)<a class="anchor" aria-label="anchor" href="#ignoring-more-of-the-images-brainstorming-10-min"></a>
-</h3>
+<h3 class="callout-title">Ignoring more of the images – brainstorming (10 min)</h3>
 <div class="callout-content">
 <p>Let us take a closer look at the binary masks produced by the
 <code>measure_root_mass</code> function.</p>
@@ -958,8 +950,7 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="ignoring-more-of-the-images-implementation-30-min---optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">Ignoring more of the images – implementation (30 min - optional, not included in timing)<a class="anchor" aria-label="anchor" href="#ignoring-more-of-the-images-implementation-30-min---optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">Ignoring more of the images – implementation (30 min - optional, not included in timing)</h3>
 <div class="callout-content">
 <p>Implement an enhanced version of the function
 <code>measure_root_mass</code> that applies simple binary thresholding
@@ -1070,8 +1061,7 @@ <h3 class="accordion-header" id="headingSpoiler1">  <div class="note-square"><i
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="thresholding-a-bacteria-colony-image-15-min" class="callout-inner">
-<h3 class="callout-title">Thresholding a bacteria colony image (15 min)<a class="anchor" aria-label="anchor" href="#thresholding-a-bacteria-colony-image-15-min"></a>
-</h3>
+<h3 class="callout-title">Thresholding a bacteria colony image (15 min)</h3>
 <div class="callout-content">
 <p>In the images directory <code>data/</code>, you will find an image
 named <code>colonies-01.tif</code>.</p>
@@ -1134,8 +1124,7 @@ <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>Thresholding produces a binary image, where all pixels with
 intensities above (or below) a threshold value are turned on, while all
@@ -1186,7 +1175,7 @@ <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">
@@ -1209,7 +1198,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/image-processing/07-thresholding.html",
   "dateCreated": "2017-03-14",
   "dateModified": "2024-03-12",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/08-connected-components.html b/08-connected-components.html
index 7d75cfba..e2cc111d 100644
--- a/08-connected-components.html
+++ b/08-connected-components.html
@@ -292,10 +292,10 @@ <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>
@@ -315,7 +315,7 @@ <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">
@@ -386,8 +386,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="objects">Objects<a class="anchor" aria-label="anchor" href="#objects"></a>
-<a class="anchor" aria-label="anchor" href="#objects"></a></h2>
+<section><h2 class="section-heading" id="objects">Objects<a class="anchor" aria-label="anchor" href="#objects"></a></h2>
 <hr class="half-width"><p>In <a href="07-thresholding.html">the <em>Thresholding</em>
 episode</a> we have covered dividing an image into foreground and
 background pixels. In the shapes example image, we considered the
@@ -404,8 +403,7 @@ <h3 class="card-title">Objectives</h3>
 <!-- TODO: Group exercise: given sheep of paper with grids of 0's and
 1's, how to identify which pixels belong to an object, find a rule for
 each pixel to determine in which object it is -->
-</section><section><h2 class="section-heading" id="pixel-neighborhoods">Pixel Neighborhoods<a class="anchor" aria-label="anchor" href="#pixel-neighborhoods"></a>
-<a class="anchor" aria-label="anchor" href="#pixel-neighborhoods"></a></h2>
+</section><section><h2 class="section-heading" id="pixel-neighborhoods">Pixel Neighborhoods<a class="anchor" aria-label="anchor" href="#pixel-neighborhoods"></a></h2>
 <hr class="half-width"><p>In order to decide which pixels belong to the same object, one can
 exploit their neighborhood: pixels that are directly next to each other
 and belong to the foreground class can be considered to belong to the
@@ -502,8 +500,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="object-counting-optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">Object counting (optional, not included in timing)<a class="anchor" aria-label="anchor" href="#object-counting-optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">Object counting (optional, not included in timing)</h3>
 <div class="callout-content">
 <p>How many objects with 1 orthogonal jump, how many with 2 orthogonal
 jumps?</p>
@@ -529,7 +526,7 @@ <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" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <ol start="2" style="list-style-type: lower-alpha"><li>5</li>
 </ol></div>
@@ -542,7 +539,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </div>
 <div id="object-counting-optional-not-included-in-timing" class="callout-inner">
 <h3 class="callout-title">Object counting (optional, not included in
-timing)<em> (continued)</em><a class="anchor" aria-label="anchor" href="#object-counting-optional-not-included-in-timing"></a>
+timing)<em> (continued)</em>
 </h3>
 <div class="callout-content">
 <p>2 jumps</p>
@@ -557,7 +554,7 @@ <h3 class="callout-title">Object counting (optional, not included in
 <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">
 <ol style="list-style-type: lower-alpha"><li>2</li>
 </ol></div>
@@ -569,8 +566,7 @@ <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="jumps-and-neighborhoods" class="callout-inner">
-<h3 class="callout-title">Jumps and neighborhoods<a class="anchor" aria-label="anchor" href="#jumps-and-neighborhoods"></a>
-</h3>
+<h3 class="callout-title">Jumps and neighborhoods</h3>
 <div class="callout-content">
 <p>We have just introduced how you can reach different neighboring
 pixels by performing one or more orthogonal jumps. We have used the
@@ -583,8 +579,7 @@ <h3 class="callout-title">Jumps and neighborhoods<a class="anchor" aria-label="a
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="connected-component-analysis">Connected Component Analysis<a class="anchor" aria-label="anchor" href="#connected-component-analysis"></a>
-<a class="anchor" aria-label="anchor" href="#connected-component-analysis"></a></h2>
+</section><section><h2 class="section-heading" id="connected-component-analysis">Connected Component Analysis<a class="anchor" aria-label="anchor" href="#connected-component-analysis"></a></h2>
 <hr class="half-width"><p>In order to find the objects in an image, we want to employ an
 operation that is called Connected Component Analysis (CCA). This
 operation takes a binary image as an input. Usually, the
@@ -648,8 +643,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="optional-parameters-and-return-values" class="callout-inner">
-<h3 class="callout-title">Optional parameters and return values<a class="anchor" aria-label="anchor" href="#optional-parameters-and-return-values"></a>
-</h3>
+<h3 class="callout-title">Optional parameters and return values</h3>
 <div class="callout-content">
 <p>The optional parameter <code>return_num</code> changes the data type
 that is returned by the function <code>ski.measure.label</code>. The
@@ -698,7 +692,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button spoiler-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSpoiler1" aria-expanded="false" aria-controls="collapseSpoiler1">
   <h3 class="accordion-header" id="headingSpoiler1">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div> Do you see an empty image? </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">
 <p>If you are using an older version of Matplotlib you might get a
 warning
@@ -754,8 +748,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="suppressing-outputs-in-jupyter-notebooks" class="callout-inner">
-<h3 class="callout-title">Suppressing outputs in Jupyter Notebooks<a class="anchor" aria-label="anchor" href="#suppressing-outputs-in-jupyter-notebooks"></a>
-</h3>
+<h3 class="callout-title">Suppressing outputs in Jupyter Notebooks</h3>
 <div class="callout-content">
 <p>We just used <code>ax.set_axis_off();</code> to hide the axis from
 the image for a visually cleaner figure. The semicolon is added to
@@ -786,8 +779,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="how-many-objects-are-in-that-image-15-min" class="callout-inner">
-<h3 class="callout-title">How many objects are in that image (15 min)<a class="anchor" aria-label="anchor" href="#how-many-objects-are-in-that-image-15-min"></a>
-</h3>
+<h3 class="callout-title">How many objects are in that image (15 min)</h3>
 <div class="callout-content">
 <p>Now, it is your turn to practice. Using the function
 <code>connected_components</code>, find two ways of printing out the
@@ -803,7 +795,7 @@ <h3 class="callout-title">How many objects are in that image (15 min)<a class="a
 <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">
 <p>As you might have guessed, the return value <code>count</code>
 already contains the number of objects found in the image. So it can
@@ -860,8 +852,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 some of the foreground objects get broken up or disappear completely.
 Therefore, we need other criteria to describe desired properties of the
 objects that are found.</p>
-</section><section><h2 class="section-heading" id="morphometrics---describe-object-features-with-numbers">Morphometrics - Describe object features with numbers<a class="anchor" aria-label="anchor" href="#morphometrics---describe-object-features-with-numbers"></a>
-<a class="anchor" aria-label="anchor" href="#morphometrics---describe-object-features-with-numbers"></a></h2>
+</section><section><h2 class="section-heading" id="morphometrics---describe-object-features-with-numbers">Morphometrics - Describe object features with numbers<a class="anchor" aria-label="anchor" href="#morphometrics---describe-object-features-with-numbers"></a></h2>
 <hr class="half-width"><p>Morphometrics is concerned with the quantitative analysis of objects
 and considers properties such as size and shape. For the example of the
 images with the shapes, our intuition tells us that the objects should
@@ -899,8 +890,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="plot-a-histogram-of-the-object-area-distribution-10-min" class="callout-inner">
-<h3 class="callout-title">Plot a histogram of the object area distribution (10 min)<a class="anchor" aria-label="anchor" href="#plot-a-histogram-of-the-object-area-distribution-10-min"></a>
-</h3>
+<h3 class="callout-title">Plot a histogram of the object area distribution (10 min)</h3>
 <div class="callout-content">
 <p>Similar to how we determined a “good” threshold in <a href="07-thresholding.html">the <em>Thresholding</em> episode</a>, it is
 often helpful to inspect the histogram of an object property. For
@@ -916,7 +906,7 @@ <h3 class="callout-title">Plot a histogram of the object area distribution (10 m
 <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">
 <p>The histogram can be plotted with</p>
 <div class="codewrapper sourceCode" id="cb22">
@@ -955,8 +945,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="filter-objects-by-area-10-min" class="callout-inner">
-<h3 class="callout-title">Filter objects by area (10 min)<a class="anchor" aria-label="anchor" href="#filter-objects-by-area-10-min"></a>
-</h3>
+<h3 class="callout-title">Filter objects by area (10 min)</h3>
 <div class="callout-content">
 <p>Now we would like to use a minimum area criterion to obtain a more
 accurate count of the objects in the image.</p>
@@ -970,7 +959,7 @@ <h3 class="callout-title">Filter objects by area (10 min)<a class="anchor" aria-
 <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">
 <p>One way to count only objects above a certain area is to first create
 a list of those objects, and then take the length of that list as the
@@ -1029,8 +1018,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="using-functions-from-numpy-and-other-python-packages" class="callout-inner">
-<h3 class="callout-title">Using functions from NumPy and other Python packages<a class="anchor" aria-label="anchor" href="#using-functions-from-numpy-and-other-python-packages"></a>
-</h3>
+<h3 class="callout-title">Using functions from NumPy and other Python packages</h3>
 <div class="callout-content">
 <p>Functions from Python packages such as NumPy are often more efficient
 and require less code to write. It is a good idea to browse the
@@ -1044,8 +1032,7 @@ <h3 class="callout-title">Using functions from NumPy and other Python packages<a
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="remove-small-objects-20-min" class="callout-inner">
-<h3 class="callout-title">Remove small objects (20 min)<a class="anchor" aria-label="anchor" href="#remove-small-objects-20-min"></a>
-</h3>
+<h3 class="callout-title">Remove small objects (20 min)</h3>
 <div class="callout-content">
 <p>We might also want to exclude (mask) the small objects when plotting
 the labeled image.</p>
@@ -1060,7 +1047,7 @@ <h3 class="callout-title">Remove small objects (20 min)<a class="anchor" aria-la
 <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" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
 <div class="accordion-body">
 <p>To remove the small objects from the labeled image, we change the
 value of all pixels that belong to the small objects to the background
@@ -1151,8 +1138,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="colour-objects-by-area-optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">Colour objects by area (optional, not included in timing)<a class="anchor" aria-label="anchor" href="#colour-objects-by-area-optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">Colour objects by area (optional, not included in timing)</h3>
 <div class="callout-content">
 <p>Finally, we would like to display the image with the objects coloured
 according to the magnitude of their area. In practice, this can be used
@@ -1165,7 +1151,7 @@ <h3 class="callout-title">Colour objects by area (optional, not included in timi
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution7" aria-expanded="false" aria-controls="collapseSolution7">
   <h4 class="accordion-header" id="headingSolution7"> Show me the solution </h4>
 </button>
-<div id="collapseSolution7" class="accordion-collapse collapse" data-bs-parent="#accordionSolution7" aria-labelledby="headingSolution7">
+<div id="collapseSolution7" class="accordion-collapse collapse" aria-labelledby="headingSolution7" data-bs-parent="#accordionSolution7">
 <div class="accordion-body">
 <p>We already know how to get the areas of the objects from the
 <code>regionprops</code>. We just need to insert a zero area value for
@@ -1196,8 +1182,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Callout<a class="anchor" aria-label="anchor" href="#callout5"></a>
-</h3>
+<h3 class="callout-title">Callout</h3>
 <div class="callout-content">
 <p>You may have noticed that in the solution, we have used the
 <code>labeled_image</code> to index the array <code>object_areas</code>.
@@ -1225,8 +1210,7 @@ <h3 class="callout-title">Callout<a class="anchor" aria-label="anchor" href="#ca
 <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>We can use <code>ski.measure.label</code> to find and label
 connected objects in an image.</li>
@@ -1275,7 +1259,7 @@ <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">
@@ -1298,7 +1282,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/image-processing/08-connected-components.html",
   "dateCreated": "2017-03-14",
   "dateModified": "2024-03-12",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/09-challenges.html b/09-challenges.html
index 46efb187..0ba0cfaa 100644
--- a/09-challenges.html
+++ b/09-challenges.html
@@ -289,10 +289,10 @@ <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>
@@ -312,7 +312,7 @@ <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">
@@ -382,8 +382,7 @@ <h3 class="card-title">Objectives</h3>
 attempt, based on all the skills you have acquired so far. This
 challenge will be related to the shape of objects in images
 (<em>morphometrics</em>).</p>
-<section><h2 class="section-heading" id="morphometrics-bacteria-colony-counting">Morphometrics: Bacteria Colony Counting<a class="anchor" aria-label="anchor" href="#morphometrics-bacteria-colony-counting"></a>
-<a class="anchor" aria-label="anchor" href="#morphometrics-bacteria-colony-counting"></a></h2>
+<section><h2 class="section-heading" id="morphometrics-bacteria-colony-counting">Morphometrics: Bacteria Colony Counting<a class="anchor" aria-label="anchor" href="#morphometrics-bacteria-colony-counting"></a></h2>
 <hr class="half-width"><p>As mentioned in <a href="01-introduction.html">the workshop
 introduction</a>, your morphometric challenge is to determine how many
 bacteria colonies are in each of these images:</p>
@@ -395,8 +394,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="morphometrics-for-bacterial-colonies" class="callout-inner">
-<h3 class="callout-title">Morphometrics for bacterial colonies<a class="anchor" aria-label="anchor" href="#morphometrics-for-bacterial-colonies"></a>
-</h3>
+<h3 class="callout-title">Morphometrics for bacterial colonies</h3>
 <div class="callout-content">
 <p>Write a Python program that uses scikit-image to count the number of
 bacteria colonies in each image, and for each, produce a new image that
@@ -413,7 +411,7 @@ <h3 class="callout-title">Morphometrics for bacterial colonies<a class="anchor"
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>First, let’s work through the process for one image:</p>
 <div class="codewrapper sourceCode" id="cb1">
@@ -542,8 +540,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="colony-counting-with-minimum-size-and-automated-threshold-optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">Colony counting with minimum size and automated threshold (optional, not included in timing)<a class="anchor" aria-label="anchor" href="#colony-counting-with-minimum-size-and-automated-threshold-optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">Colony counting with minimum size and automated threshold (optional, not included in timing)</h3>
 <div class="callout-content">
 <p>Modify your function from the previous exercise for colony counting
 to (i) exclude objects smaller than a specified size and (ii) use an
@@ -556,7 +553,7 @@ <h3 class="callout-title">Colony counting with minimum size and automated thresh
 <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>Here is a modified function with the requested features. Note when
 calculating the Otsu threshold we don’t include the very bright pixels
@@ -597,8 +594,7 @@ <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>Using thresholding, connected component analysis and other tools we
 can automatically segment images of bacterial colonies.</li>
@@ -643,7 +639,7 @@ <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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 	<div id="to-top">
@@ -666,7 +662,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/image-processing/09-challenges.html",
   "dateCreated": "2017-03-14",
   "dateModified": "2024-03-12",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/404.html b/404.html
index 2412ca30..6253b516 100644
--- a/404.html
+++ b/404.html
@@ -301,10 +301,10 @@ <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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                 <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>
@@ -327,7 +327,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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               </div>
             </div>
-            <hr class="half-width resources"><a href="https://datacarpentry.github.io/image-processing/aio.html" class="external-link">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="https://datacarpentry.github.io/image-processing/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">
@@ -344,8 +344,7 @@ <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
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 <ol style="list-style-type: decimal"><li>try going back to the <a href="javascript:history.back()">previous
@@ -380,7 +379,7 @@ <h1>Page not found</h1>
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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">
@@ -402,8 +401,8 @@ <h1>Page not found</h1>
   "url": "https://datacarpentry.github.io/image-processing/404.html",
   "identifier": "https://datacarpentry.github.io/image-processing/404.html",
   "dateCreated": "2017-03-14",
-  "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 5a170198..4467146d 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -278,10 +278,10 @@ <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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@@ -301,7 +301,7 @@ <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">
@@ -389,7 +389,7 @@ <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">
@@ -412,7 +412,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://datacarpentry.github.io/image-processing/CODE_OF_CONDUCT.html",
   "dateCreated": "2017-03-14",
   "dateModified": "2023-04-25",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index 1f23beb0..67f53cdd 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -278,10 +278,10 @@ <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>
@@ -301,7 +301,7 @@ <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">
@@ -344,8 +344,7 @@ <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
@@ -378,8 +377,7 @@ <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>
@@ -399,8 +397,7 @@ <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>
@@ -440,7 +437,7 @@ <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">
@@ -463,7 +460,7 @@ <h1>Licenses</h1>
   "identifier": "https://datacarpentry.github.io/image-processing/LICENSE.html",
   "dateCreated": "2017-03-14",
   "dateModified": "2023-04-25",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index 4f7c7ba2..da222917 100644
--- a/aio.html
+++ b/aio.html
@@ -347,10 +347,10 @@ <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>
@@ -375,7 +375,7 @@ <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>
 
 
@@ -452,7 +452,6 @@ <h3 class="card-title">Objectives</h3>
 Python code can be a powerful instrument in answering many different
 kinds of questions.</p>
 <section><h2 class="section-heading" id="uses-of-image-processing-in-research">Uses of Image Processing in Research<a class="anchor" aria-label="anchor" href="#uses-of-image-processing-in-research"></a>
-<a class="anchor" aria-label="anchor" href="#uses-of-image-processing-in-research"></a>
 </h2>
 <hr class="half-width">
 <p>Automated processing can be used to analyse many different properties
@@ -478,7 +477,6 @@ <h3 class="card-title">Objectives</h3>
 of image processing technique, <em>morphometrics</em>, but what you will
 learn can be used to solve a much wider range of problems.</p>
 </section><section><h2 class="section-heading" id="morphometrics">Morphometrics<a class="anchor" aria-label="anchor" href="#morphometrics"></a>
-<a class="anchor" aria-label="anchor" href="#morphometrics"></a>
 </h2>
 <hr class="half-width">
 <p>Morphometrics involves counting the number of objects in an image,
@@ -494,8 +492,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="why-write-a-program-to-do-that" class="callout-inner">
-<h3 class="callout-title">Why write a program to do that?<a class="anchor" aria-label="anchor" href="#why-write-a-program-to-do-that"></a>
-</h3>
+<h3 class="callout-title">Why write a program to do that?</h3>
 <div class="callout-content">
 <p>Note that you can easily manually count the number of bacteria
 colonies shown in the morphometric example above. Why should we learn
@@ -534,8 +531,7 @@ <h3 class="callout-title">Why write a program to do that?<a class="anchor" aria-
 <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>Simple Python and scikit-image techniques can be used to solve
@@ -604,8 +600,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Callout<a class="anchor" aria-label="anchor" href="#callout1"></a>
-</h3>
+<h3 class="callout-title">Callout</h3>
 <div class="callout-content">
 <p>Feel free to make use of the <a href="./files/cheatsheet.html">available cheat-sheet</a> as a guide for
 the rest of the course material. View it online, share it, or print the
@@ -614,7 +609,6 @@ <h3 class="callout-title">Callout<a class="anchor" aria-label="anchor" href="#ca
 </div>
 </div>
 <section><h2 class="section-heading" id="pixels">Pixels<a class="anchor" aria-label="anchor" href="#pixels"></a>
-<a class="anchor" aria-label="anchor" href="#pixels"></a>
 </h2>
 <hr class="half-width">
 <p>It is important to realise that images are stored as rectangular
@@ -639,8 +633,7 @@ <h3 class="callout-title">Callout<a class="anchor" aria-label="anchor" href="#ca
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="matrices-arrays-images-and-pixels" class="callout-inner">
-<h3 class="callout-title">Matrices, arrays, images and pixels<a class="anchor" aria-label="anchor" href="#matrices-arrays-images-and-pixels"></a>
-</h3>
+<h3 class="callout-title">Matrices, arrays, images and pixels</h3>
 <div class="callout-content">
 <p>A <strong>matrix</strong> is a mathematical concept - numbers evenly
 arranged in a rectangle. This can be a two-dimensional rectangle, like
@@ -660,7 +653,6 @@ <h3 class="callout-title">Matrices, arrays, images and pixels<a class="anchor" a
 </div>
 </div>
 </section><section><h2 class="section-heading" id="loading-images">Loading images<a class="anchor" aria-label="anchor" href="#loading-images"></a>
-<a class="anchor" aria-label="anchor" href="#loading-images"></a>
 </h2>
 <hr class="half-width">
 <p>As noted, images we want to analyze (process) with Python are loaded
@@ -700,8 +692,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <div id="why-not-use-skimage.io.imread" class="callout-inner">
 <h3 class="callout-title">Why not use
-<code>skimage.io.imread()</code>?<a class="anchor" aria-label="anchor" href="#why-not-use-skimage.io.imread"></a>
-</h3>
+<code>skimage.io.imread()</code>?</h3>
 <div class="callout-content">
 <p>The scikit-image library has its own function to read an image, so
 you might be asking why we don’t use it here. Actually,
@@ -719,8 +710,7 @@ <h3 class="callout-title">Why not use
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="beyond-numpy-arrays" class="callout-inner">
-<h3 class="callout-title">Beyond NumPy arrays<a class="anchor" aria-label="anchor" href="#beyond-numpy-arrays"></a>
-</h3>
+<h3 class="callout-title">Beyond NumPy arrays</h3>
 <div class="callout-content">
 <p>Beyond NumPy arrays, there exist other types of variables which are
 array-like. Notably, <a href="https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.html" class="external-link">pandas.DataFrame</a>
@@ -739,7 +729,6 @@ <h3 class="callout-title">Beyond NumPy arrays<a class="anchor" aria-label="ancho
 </div>
 </div>
 </section><section><h2 class="section-heading" id="working-with-pixels">Working with pixels<a class="anchor" aria-label="anchor" href="#working-with-pixels"></a>
-<a class="anchor" aria-label="anchor" href="#working-with-pixels"></a>
 </h2>
 <hr class="half-width">
 <p>First, let us add the necessary imports:</p>
@@ -758,8 +747,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="import-statements-in-python" class="callout-inner">
-<h3 class="callout-title">Import statements in Python<a class="anchor" aria-label="anchor" href="#import-statements-in-python"></a>
-</h3>
+<h3 class="callout-title">Import statements in Python</h3>
 <div class="callout-content">
 <p>In Python, the <code>import</code> statement is used to load
 additional functionality into a program. This is necessary when we want
@@ -906,8 +894,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="coordinate-system" class="callout-inner">
-<h3 class="callout-title">Coordinate system<a class="anchor" aria-label="anchor" href="#coordinate-system"></a>
-</h3>
+<h3 class="callout-title">Coordinate system</h3>
 <div class="callout-content">
 <p>When we process images, we can access, examine, and / or change the
 colour of any pixel we wish. To do this, we need some convention on how
@@ -942,8 +929,7 @@ <h3 class="callout-title">Coordinate system<a class="anchor" aria-label="anchor"
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="changing-pixel-values-5-min" class="callout-inner">
-<h3 class="callout-title">Changing Pixel Values (5 min)<a class="anchor" aria-label="anchor" href="#changing-pixel-values-5-min"></a>
-</h3>
+<h3 class="callout-title">Changing Pixel Values (5 min)</h3>
 <div class="callout-content">
 <p>Load another copy of eight named five, and then change the value of
 pixels so you have what looks like a 5 instead of an 8. Display the
@@ -984,7 +970,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </section><section><h2 class="section-heading" id="more-colours">More colours<a class="anchor" aria-label="anchor" href="#more-colours"></a>
-<a class="anchor" aria-label="anchor" href="#more-colours"></a>
 </h2>
 <hr class="half-width">
 <p>Up to now, we only had a 2 colour matrix, but we can have more if we
@@ -1041,7 +1026,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 and correspondingly this channel is referred to as the luminance
 channel.</p>
 </section><section><h2 class="section-heading" id="even-more-colours">Even more colours<a class="anchor" aria-label="anchor" href="#even-more-colours"></a>
-<a class="anchor" aria-label="anchor" href="#even-more-colours"></a>
 </h2>
 <hr class="half-width">
 <p>This is all well and good at this scale, but what happens when we
@@ -1149,7 +1133,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 blue light of those squares is being diluted by the relative strength of
 red and green being mixed in with them.</p>
 </section><section><h2 class="section-heading" id="bit-rgb-colour">24-bit RGB colour<a class="anchor" aria-label="anchor" href="#bit-rgb-colour"></a>
-<a class="anchor" aria-label="anchor" href="#bit-rgb-colour"></a>
 </h2>
 <hr class="half-width">
 <p>This last colour model we used, known as the <em>RGB (Red, Green,
@@ -1173,8 +1156,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="thinking-about-rgb-colours-5-min" class="callout-inner">
-<h3 class="callout-title">Thinking about RGB colours (5 min)<a class="anchor" aria-label="anchor" href="#thinking-about-rgb-colours-5-min"></a>
-</h3>
+<h3 class="callout-title">Thinking about RGB colours (5 min)</h3>
 <div class="callout-content">
 <p>Suppose that we represent colours as triples (r, g, b), where each of
 r, g, and b is an integer in [0, 255]. What colours are represented by
@@ -1229,8 +1211,7 @@ <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="rgb-colour-table-optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">RGB colour table (optional, not included in timing)<a class="anchor" aria-label="anchor" href="#rgb-colour-table-optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">RGB colour table (optional, not included in timing)</h3>
 <div class="callout-content">
 <figure><img src="fig/colour-table.png" alt="RGB colour table" class="figure mx-auto d-block"></figure><p>We cannot really provide a complete table. To see why, answer this
 question: How many possible colours can be represented with the 24-bit
@@ -1272,7 +1253,6 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 where the colour is specified by a 24-bit RGB triplet. Such an image is
 an example of <em>raster graphics</em>.</p>
 </section><section><h2 class="section-heading" id="image-formats">Image formats<a class="anchor" aria-label="anchor" href="#image-formats"></a>
-<a class="anchor" aria-label="anchor" href="#image-formats"></a>
 </h2>
 <hr class="half-width">
 <p>Although the images we will manipulate in our programs are
@@ -1301,7 +1281,6 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </tr>
 </tbody>
 </table></section><section><h2 class="section-heading" id="bmp">BMP<a class="anchor" aria-label="anchor" href="#bmp"></a>
-<a class="anchor" aria-label="anchor" href="#bmp"></a>
 </h2>
 <hr class="half-width">
 <p>The file format that comes closest to our preceding conceptualisation
@@ -1325,7 +1304,6 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 compressed images. Since compression is important to us, we should take
 a brief detour and discuss the concept.</p>
 </section><section><h2 class="section-heading" id="image-compression">Image compression<a class="anchor" aria-label="anchor" href="#image-compression"></a>
-<a class="anchor" aria-label="anchor" href="#image-compression"></a>
 </h2>
 <hr class="half-width">
 <p>Before discussing additional formats, familiarity with image
@@ -1338,8 +1316,7 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="bits-and-bytes" class="callout-inner">
-<h3 class="callout-title">Bits and bytes<a class="anchor" aria-label="anchor" href="#bits-and-bytes"></a>
-</h3>
+<h3 class="callout-title">Bits and bytes</h3>
 <div class="callout-content">
 <p>Before we talk specifically about images, we first need to understand
 how numbers are stored in a modern digital computer. When we think of a
@@ -1406,8 +1383,7 @@ <h3 class="callout-title">Bits and bytes<a class="anchor" aria-label="anchor" hr
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="bmp-image-size-optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">BMP image size (optional, not included in timing)<a class="anchor" aria-label="anchor" href="#bmp-image-size-optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">BMP image size (optional, not included in timing)</h3>
 <div class="callout-content">
 <p>Imagine that we have a fairly large, but very boring image: a 5,000 ×
 5,000 pixel image composed of nothing but white pixels. If we used an
@@ -1486,7 +1462,6 @@ <h3 id="lossy-compression">Lossy compression<a class="anchor" aria-label="anchor
 way to reconstruct the original image in a byte-by-byte manner.</p>
 </div>
 </section><section><h2 class="section-heading" id="jpeg">JPEG<a class="anchor" aria-label="anchor" href="#jpeg"></a>
-<a class="anchor" aria-label="anchor" href="#jpeg"></a>
 </h2>
 <hr class="half-width">
 <p>JPEG images are perhaps the most commonly encountered digital images
@@ -1499,8 +1474,7 @@ <h3 id="lossy-compression">Lossy compression<a class="anchor" aria-label="anchor
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="examining-actual-image-sizes-optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">Examining actual image sizes (optional, not included in timing)<a class="anchor" aria-label="anchor" href="#examining-actual-image-sizes-optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">Examining actual image sizes (optional, not included in timing)</h3>
 <div class="callout-content">
 <p>Let us see the effects of image compression on image size with actual
 images. The following script creates a square white image 5000 x 5000
@@ -1542,8 +1516,7 @@ <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="comparing-lossless-versus-lossy-compression-optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">Comparing lossless versus lossy compression (optional, not included in timing)<a class="anchor" aria-label="anchor" href="#comparing-lossless-versus-lossy-compression-optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">Comparing lossless versus lossy compression (optional, not included in timing)</h3>
 <div class="callout-content">
 <p>Let us see a hands-on example of lossless versus lossy compression.
 Open a terminal (or Windows PowerShell) and navigate to the
@@ -1621,7 +1594,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 to your system before you use them, you may wish to use a compressed
 image format to speed up file transfer time.</p>
 </section><section><h2 class="section-heading" id="png">PNG<a class="anchor" aria-label="anchor" href="#png"></a>
-<a class="anchor" aria-label="anchor" href="#png"></a>
 </h2>
 <hr class="half-width">
 <p>PNG images are well suited for storing diagrams. It uses a lossless
@@ -1633,7 +1605,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 increase the compressability of the data. The filtered data is then
 compressed in the next step and written out to the disk.</p>
 </section><section><h2 class="section-heading" id="tiff">TIFF<a class="anchor" aria-label="anchor" href="#tiff"></a>
-<a class="anchor" aria-label="anchor" href="#tiff"></a>
 </h2>
 <hr class="half-width">
 <p>TIFF images are popular with publishers, graphics designers, and
@@ -1644,7 +1615,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 of images in the uncompressed version of the format) is that they are
 not universally readable by image viewing and manipulation software.</p>
 </section><section><h2 class="section-heading" id="metadata">Metadata<a class="anchor" aria-label="anchor" href="#metadata"></a>
-<a class="anchor" aria-label="anchor" href="#metadata"></a>
 </h2>
 <hr class="half-width">
 <p>JPEG and TIFF images support the inclusion of <em>metadata</em> in
@@ -1667,8 +1637,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="accessing-metadata" class="callout-inner">
-<h3 class="callout-title">Accessing Metadata<a class="anchor" aria-label="anchor" href="#accessing-metadata"></a>
-</h3>
+<h3 class="callout-title">Accessing Metadata</h3>
 <div class="callout-content">
 <p><code>imageio.v3</code> provides a way to display or explore the
 metadata associated with an image. Metadata is served independently from
@@ -1711,7 +1680,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </section><section><h2 class="section-heading" id="summary-of-image-formats-used-in-this-lesson">Summary of image formats used in this lesson<a class="anchor" aria-label="anchor" href="#summary-of-image-formats-used-in-this-lesson"></a>
-<a class="anchor" aria-label="anchor" href="#summary-of-image-formats-used-in-this-lesson"></a>
 </h2>
 <hr class="half-width">
 <p>The following table summarises the characteristics of the BMP, JPEG,
@@ -1768,8 +1736,7 @@ <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>Digital images are represented as rectangular arrays of square
@@ -1842,7 +1809,6 @@ <h3 class="card-title">Objectives</h3>
 software. In this episode we will learn some more methods for accessing
 and changing digital images.</p>
 <section><h2 class="section-heading" id="first-import-the-packages-needed-for-this-episode">First, import the packages needed for this episode<a class="anchor" aria-label="anchor" href="#first-import-the-packages-needed-for-this-episode"></a>
-<a class="anchor" aria-label="anchor" href="#first-import-the-packages-needed-for-this-episode"></a>
 </h2>
 <hr class="half-width">
 <div class="codewrapper sourceCode" id="cb1">
@@ -1857,7 +1823,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb1-7"><a href="#cb1-7" tabindex="-1"></a><span class="op">%</span>matplotlib widget</span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="reading-displaying-and-saving-images">Reading, displaying, and saving images<a class="anchor" aria-label="anchor" href="#reading-displaying-and-saving-images"></a>
-<a class="anchor" aria-label="anchor" href="#reading-displaying-and-saving-images"></a>
 </h2>
 <hr class="half-width">
 <p>Imageio provides intuitive functions for reading and writing (saving)
@@ -1909,8 +1874,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="metadata-revisited" class="callout-inner">
-<h3 class="callout-title">Metadata, revisited<a class="anchor" aria-label="anchor" href="#metadata-revisited"></a>
-</h3>
+<h3 class="callout-title">Metadata, revisited</h3>
 <div class="callout-content">
 <p>Remember, as mentioned in the previous section, <em>images saved with
 <code>imwrite()</code> will not retain all metadata associated with the
@@ -1925,8 +1889,7 @@ <h3 class="callout-title">Metadata, revisited<a class="anchor" aria-label="ancho
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="extensions-do-not-always-dictate-file-type" class="callout-inner">
-<h3 class="callout-title">Extensions do not always dictate file type<a class="anchor" aria-label="anchor" href="#extensions-do-not-always-dictate-file-type"></a>
-</h3>
+<h3 class="callout-title">Extensions do not always dictate file type</h3>
 <div class="callout-content">
 <p>The <code>iio.imwrite()</code> function automatically uses the file
 type we specify in the file name parameter’s extension. Note that this
@@ -1942,8 +1905,7 @@ <h3 class="callout-title">Extensions do not always dictate file type<a class="an
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="named-versus-positional-arguments" class="callout-inner">
-<h3 class="callout-title">Named versus positional arguments<a class="anchor" aria-label="anchor" href="#named-versus-positional-arguments"></a>
-</h3>
+<h3 class="callout-title">Named versus positional arguments</h3>
 <div class="callout-content">
 <p>When we call functions in Python, there are two ways we can specify
 the necessary arguments. We can specify the arguments
@@ -1971,8 +1933,7 @@ <h3 class="callout-title">Named versus positional arguments<a class="anchor" ari
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="resizing-an-image-10-min" class="callout-inner">
-<h3 class="callout-title">Resizing an image (10 min)<a class="anchor" aria-label="anchor" href="#resizing-an-image-10-min"></a>
-</h3>
+<h3 class="callout-title">Resizing an image (10 min)</h3>
 <div class="callout-content">
 <p>Using the <code>chair.jpg</code> image located in the data folder,
 write a Python script to read your image into a variable named
@@ -1994,8 +1955,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Callout<a class="anchor" aria-label="anchor" href="#callout4"></a>
-</h3>
+<h3 class="callout-title">Callout</h3>
 <div class="callout-content">
 <p>Note that the pixel values in the new image are an approximation of
 the original values and should not be confused with actual, observed
@@ -2069,7 +2029,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </section><section><h2 class="section-heading" id="manipulating-pixels">Manipulating pixels<a class="anchor" aria-label="anchor" href="#manipulating-pixels"></a>
-<a class="anchor" aria-label="anchor" href="#manipulating-pixels"></a>
 </h2>
 <hr class="half-width">
 <p>In <a href="02-image-basics.html">the <em>Image Basics</em>
@@ -2095,8 +2054,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="loading-images-with-imageio-read-only-arrays" class="callout-inner">
-<h3 class="callout-title">Loading images with imageio: Read-only arrays<a class="anchor" aria-label="anchor" href="#loading-images-with-imageio-read-only-arrays"></a>
-</h3>
+<h3 class="callout-title">Loading images with imageio: Read-only arrays</h3>
 <div class="callout-content">
 <p>When loading an image with imageio, in certain situations the image
 is stored in a read-only array. If you attempt to manipulate the pixels
@@ -2138,7 +2096,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 this case, the result is an image in which the extraneous background
 detail has been removed.</p>
 <figure><img src="fig/maize-root-cluster-threshold.jpg" alt="Thresholded root image" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="converting-colour-images-to-grayscale">Converting colour images to grayscale<a class="anchor" aria-label="anchor" href="#converting-colour-images-to-grayscale"></a>
-<a class="anchor" aria-label="anchor" href="#converting-colour-images-to-grayscale"></a>
 </h2>
 <hr class="half-width">
 <p>It is often easier to work with grayscale images, which have a single
@@ -2158,7 +2115,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="colour-and-color" class="callout-inner">
-<h3 class="callout-title">Colour and <code>color</code><a class="anchor" aria-label="anchor" href="#colour-and-color"></a>
+<h3 class="callout-title">Colour and <code>color</code>
 </h3>
 <div class="callout-content">
 <p>The Carpentries generally prefers UK English spelling, which is why
@@ -2219,8 +2176,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="loading-images-with-imageio-pixel-type-and-depth" class="callout-inner">
-<h3 class="callout-title">Loading images with imageio: Pixel type and depth<a class="anchor" aria-label="anchor" href="#loading-images-with-imageio-pixel-type-and-depth"></a>
-</h3>
+<h3 class="callout-title">Loading images with imageio: Pixel type and depth</h3>
 <div class="callout-content">
 <p>When loading an image with <code>mode="L"</code>, the pixel values
 are stored as 8-bit integer numbers that can take values in the range
@@ -2241,8 +2197,7 @@ <h3 class="callout-title">Loading images with imageio: Pixel type and depth<a cl
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="keeping-only-low-intensity-pixels-10-min" class="callout-inner">
-<h3 class="callout-title">Keeping only low intensity pixels (10 min)<a class="anchor" aria-label="anchor" href="#keeping-only-low-intensity-pixels-10-min"></a>
-</h3>
+<h3 class="callout-title">Keeping only low intensity pixels (10 min)</h3>
 <div class="callout-content">
 <p>A little earlier, we showed how we could use Python and scikit-image
 to turn on only the high intensity pixels from an image, while turning
@@ -2309,8 +2264,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="plotting-single-channel-images-cmap-vmin-vmax" class="callout-inner">
-<h3 class="callout-title">Plotting single channel images (cmap, vmin, vmax)<a class="anchor" aria-label="anchor" href="#plotting-single-channel-images-cmap-vmin-vmax"></a>
-</h3>
+<h3 class="callout-title">Plotting single channel images (cmap, vmin, vmax)</h3>
 <div class="callout-content">
 <p>Compared to a colour image, a grayscale image contains only a single
 intensity value per pixel. When we plot such an image with
@@ -2334,7 +2288,6 @@ <h3 class="callout-title">Plotting single channel images (cmap, vmin, vmax)<a cl
 </div>
 </div>
 </section><section><h2 class="section-heading" id="access-via-slicing">Access via slicing<a class="anchor" aria-label="anchor" href="#access-via-slicing"></a>
-<a class="anchor" aria-label="anchor" href="#access-via-slicing"></a>
 </h2>
 <hr class="half-width">
 <p>As noted in the previous lesson scikit-image images are stored as
@@ -2414,8 +2367,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="practicing-with-slices-10-min---optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">Practicing with slices (10 min - optional, not included in timing)<a class="anchor" aria-label="anchor" href="#practicing-with-slices-10-min---optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">Practicing with slices (10 min - optional, not included in timing)</h3>
 <div class="callout-content">
 <p>Using the techniques you just learned, write a script that creates,
 displays, and saves a sub-image containing only the plant and its roots
@@ -2460,8 +2412,7 @@ <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>Images are read from disk with the <code>iio.imread()</code>
@@ -2529,7 +2480,6 @@ <h3 class="card-title">Objectives</h3>
 perform simple analyses of images based on changes in colour or
 shape.</p>
 <section><h2 class="section-heading" id="first-import-the-packages-needed-for-this-episode">First, import the packages needed for this episode<a class="anchor" aria-label="anchor" href="#first-import-the-packages-needed-for-this-episode"></a>
-<a class="anchor" aria-label="anchor" href="#first-import-the-packages-needed-for-this-episode"></a>
 </h2>
 <hr class="half-width">
 <div class="codewrapper sourceCode" id="cb1">
@@ -2545,7 +2495,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <p>Here, we import the same packages as earlier in the lesson.</p>
 </section><section><h2 class="section-heading" id="drawing-on-images">Drawing on images<a class="anchor" aria-label="anchor" href="#drawing-on-images"></a>
-<a class="anchor" aria-label="anchor" href="#drawing-on-images"></a>
 </h2>
 <hr class="half-width">
 <p>Often we wish to select only a portion of an image to analyze, and
@@ -2631,8 +2580,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="check-the-documentation" class="callout-inner">
-<h3 class="callout-title">Check the documentation!<a class="anchor" aria-label="anchor" href="#check-the-documentation"></a>
-</h3>
+<h3 class="callout-title">Check the documentation!</h3>
 <div class="callout-content">
 <p>When using an scikit-image function for the first time - or the fifth
 time - it is wise to check how the function is used, via <a href="https://scikit-image.org/docs/dev/user_guide" class="external-link">the scikit-image
@@ -2651,8 +2599,7 @@ <h3 class="callout-title">Check the documentation!<a class="anchor" aria-label="
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="variable-naming-conventions" class="callout-inner">
-<h3 class="callout-title">Variable naming conventions!<a class="anchor" aria-label="anchor" href="#variable-naming-conventions"></a>
-</h3>
+<h3 class="callout-title">Variable naming conventions!</h3>
 <div class="callout-content">
 <p>You may have wondered why we called the return values of the
 rectangle function <code>rr</code> and <code>cc</code>?! You may have
@@ -2674,8 +2621,7 @@ <h3 class="callout-title">Variable naming conventions!<a class="anchor" aria-lab
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="other-drawing-operations-15-min" class="callout-inner">
-<h3 class="callout-title">Other drawing operations (15 min)<a class="anchor" aria-label="anchor" href="#other-drawing-operations-15-min"></a>
-</h3>
+<h3 class="callout-title">Other drawing operations (15 min)</h3>
 <div class="callout-content">
 <p>There are other functions for drawing on images, in addition to the
 <code>ski.draw.rectangle()</code> function. We can draw circles, lines,
@@ -2822,7 +2768,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </section><section><h2 class="section-heading" id="image-modification">Image modification<a class="anchor" aria-label="anchor" href="#image-modification"></a>
-<a class="anchor" aria-label="anchor" href="#image-modification"></a>
 </h2>
 <hr class="half-width">
 <p>All that remains is the task of modifying the image using our mask in
@@ -2833,8 +2778,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="how-does-a-mask-work-optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">How does a mask work? (optional, not included in timing)<a class="anchor" aria-label="anchor" href="#how-does-a-mask-work-optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">How does a mask work? (optional, not included in timing)</h3>
 <div class="callout-content">
 <p>Now, consider the mask image we created above. The values of the mask
 that corresponds to the portion of the image we are interested in are
@@ -2898,8 +2842,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="masking-an-image-of-your-own-optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">Masking an image of your own (optional, not included in timing)<a class="anchor" aria-label="anchor" href="#masking-an-image-of-your-own-optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">Masking an image of your own (optional, not included in timing)</h3>
 <div class="callout-content">
 <p>Now, it is your turn to practice. Using your mobile phone, tablet,
 webcam, or digital camera, take an image of an object with a simple
@@ -2953,8 +2896,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="masking-a-96-well-plate-image-30-min" class="callout-inner">
-<h3 class="callout-title">Masking a 96-well plate image (30 min)<a class="anchor" aria-label="anchor" href="#masking-a-96-well-plate-image-30-min"></a>
-</h3>
+<h3 class="callout-title">Masking a 96-well plate image (30 min)</h3>
 <div class="callout-content">
 <p>Consider this image of a 96-well plate that has been scanned on a
 flatbed scanner.</p>
@@ -3030,8 +2972,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="masking-a-96-well-plate-image-take-two-optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">Masking a 96-well plate image, take two (optional, not included in timing)<a class="anchor" aria-label="anchor" href="#masking-a-96-well-plate-image-take-two-optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">Masking a 96-well plate image, take two (optional, not included in timing)</h3>
 <div class="callout-content">
 <p>If you spent some time looking at the contents of the
 <code>data/centers.txt</code> file from the previous challenge, you may
@@ -3110,8 +3051,7 @@ <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>We can use the NumPy <code>zeros()</code> function to create a
@@ -3167,7 +3107,6 @@ <h3 class="card-title">Objectives</h3>
 <p>In this episode, we will learn how to use scikit-image functions to
 create and display histograms for images.</p>
 <section><h2 class="section-heading" id="first-import-the-packages-needed-for-this-episode">First, import the packages needed for this episode<a class="anchor" aria-label="anchor" href="#first-import-the-packages-needed-for-this-episode"></a>
-<a class="anchor" aria-label="anchor" href="#first-import-the-packages-needed-for-this-episode"></a>
 </h2>
 <hr class="half-width">
 <div class="codewrapper sourceCode" id="cb1">
@@ -3182,7 +3121,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb1-7"><a href="#cb1-7" tabindex="-1"></a><span class="op">%</span>matplotlib widget</span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="introduction-to-histograms">Introduction to Histograms<a class="anchor" aria-label="anchor" href="#introduction-to-histograms"></a>
-<a class="anchor" aria-label="anchor" href="#introduction-to-histograms"></a>
 </h2>
 <hr class="half-width">
 <p>As it pertains to images, a <em>histogram</em> is a graphical
@@ -3194,7 +3132,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 will prove to be very useful, and histograms are also quite handy as a
 preparatory step before performing <a href="07-thresholding.html">thresholding</a>.</p>
 </section><section><h2 class="section-heading" id="grayscale-histograms">Grayscale Histograms<a class="anchor" aria-label="anchor" href="#grayscale-histograms"></a>
-<a class="anchor" aria-label="anchor" href="#grayscale-histograms"></a>
 </h2>
 <hr class="half-width">
 <p>We will start with grayscale images, and then move on to colour
@@ -3270,8 +3207,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="variable-length-argument-lists" class="callout-inner">
-<h3 class="callout-title">Variable-length argument lists<a class="anchor" aria-label="anchor" href="#variable-length-argument-lists"></a>
-</h3>
+<h3 class="callout-title">Variable-length argument lists</h3>
 <div class="callout-content">
 <p>Note that we cannot used named parameters for the
 <code>ax.set_xlim()</code> or <code>ax.plot()</code> functions. This is
@@ -3294,8 +3230,7 @@ <h3 class="callout-title">Variable-length argument lists<a class="anchor" aria-l
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="histograms-in-matplotlib" class="callout-inner">
-<h3 class="callout-title">Histograms in Matplotlib<a class="anchor" aria-label="anchor" href="#histograms-in-matplotlib"></a>
-</h3>
+<h3 class="callout-title">Histograms in Matplotlib</h3>
 <div class="callout-content">
 <p>Matplotlib provides a dedicated function to compute and display
 histograms: <code>ax.hist()</code>. We will not use it in this lesson in
@@ -3315,8 +3250,7 @@ <h3 class="callout-title">Histograms in Matplotlib<a class="anchor" aria-label="
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="using-a-mask-for-a-histogram-15-min" class="callout-inner">
-<h3 class="callout-title">Using a mask for a histogram (15 min)<a class="anchor" aria-label="anchor" href="#using-a-mask-for-a-histogram-15-min"></a>
-</h3>
+<h3 class="callout-title">Using a mask for a histogram (15 min)</h3>
 <div class="callout-content">
 <p>Looking at the histogram above, you will notice that there is a large
 number of very dark pixels, as indicated in the chart by the spike
@@ -3339,7 +3273,7 @@ <h3 class="callout-title">Using a mask for a histogram (15 min)<a class="anchor"
 <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="cb5">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -3384,7 +3318,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </section><section><h2 class="section-heading" id="colour-histograms">Colour Histograms<a class="anchor" aria-label="anchor" href="#colour-histograms"></a>
-<a class="anchor" aria-label="anchor" href="#colour-histograms"></a>
 </h2>
 <hr class="half-width">
 <p>We can also create histograms for full colour images, in addition to
@@ -3447,7 +3380,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <div id="iterators-tuples-and-enumerate" class="callout-inner">
 <h3 class="callout-title">Iterators, tuples, and
-<code>enumerate()</code><a class="anchor" aria-label="anchor" href="#iterators-tuples-and-enumerate"></a>
+<code>enumerate()</code>
 </h3>
 <div class="callout-content">
 <p>In Python, an <em>iterator</em>, or an <em>iterable object</em>, is
@@ -3503,8 +3436,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="colour-histogram-with-a-mask-25-min" class="callout-inner">
-<h3 class="callout-title">Colour histogram with a mask (25 min)<a class="anchor" aria-label="anchor" href="#colour-histogram-with-a-mask-25-min"></a>
-</h3>
+<h3 class="callout-title">Colour histogram with a mask (25 min)</h3>
 <div class="callout-content">
 <p>We can also apply a mask to the images we apply the colour histogram
 process to, in the same way we did for grayscale histograms. Consider
@@ -3541,7 +3473,7 @@ <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="cb11">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -3590,8 +3522,7 @@ <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>In many cases, we can load images in grayscale by passing the
@@ -3669,8 +3600,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="filters" class="callout-inner">
-<h3 class="callout-title">Filters<a class="anchor" aria-label="anchor" href="#filters"></a>
-</h3>
+<h3 class="callout-title">Filters</h3>
 <div class="callout-content">
 <p>In the day-to-day, macroscopic world, we have physical filters which
 separate out objects by size. A filter with small holes allows only
@@ -3691,8 +3621,7 @@ <h3 class="callout-title">Filters<a class="anchor" aria-label="anchor" href="#fi
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="blurring" class="callout-inner">
-<h3 class="callout-title">Blurring<a class="anchor" aria-label="anchor" href="#blurring"></a>
-</h3>
+<h3 class="callout-title">Blurring</h3>
 <div class="callout-content">
 <p>To blur is to make something less clear or distinct. This could be
 interpreted quite broadly in the context of image analysis - anything
@@ -3708,8 +3637,7 @@ <h3 class="callout-title">Blurring<a class="anchor" aria-label="anchor" href="#b
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="kernels" class="callout-inner">
-<h3 class="callout-title">Kernels<a class="anchor" aria-label="anchor" href="#kernels"></a>
-</h3>
+<h3 class="callout-title">Kernels</h3>
 <div class="callout-content">
 <p>A kernel can be used to implement a filter on an image. A kernel, in
 this context, is a small matrix which is combined with the image using a
@@ -3723,7 +3651,6 @@ <h3 class="callout-title">Kernels<a class="anchor" aria-label="anchor" href="#ke
 </div>
 </div>
 <section><h2 class="section-heading" id="gaussian-blur">Gaussian blur<a class="anchor" aria-label="anchor" href="#gaussian-blur"></a>
-<a class="anchor" aria-label="anchor" href="#gaussian-blur"></a>
 </h2>
 <hr class="half-width">
 <p>Consider this image of a cat, in particular the area of the image
@@ -3797,8 +3724,7 @@ <h3 class="callout-title">Kernels<a class="anchor" aria-label="anchor" href="#ke
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="image-edges" class="callout-inner">
-<h3 class="callout-title">Image edges<a class="anchor" aria-label="anchor" href="#image-edges"></a>
-</h3>
+<h3 class="callout-title">Image edges</h3>
 <div class="callout-content">
 <p>Something different needs to happen for pixels near the outer limits
 of the image, since the kernel for the filter may be partially off the
@@ -3934,7 +3860,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb9-3"><a href="#cb9-3" tabindex="-1"></a>ax.imshow(blurred)</span></code></pre>
 </div>
 <figure><img src="fig/gaussian-blurred.png" alt="Blurred image" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="visualising-blurring">Visualising Blurring<a class="anchor" aria-label="anchor" href="#visualising-blurring"></a>
-<a class="anchor" aria-label="anchor" href="#visualising-blurring"></a>
 </h2>
 <hr class="half-width">
 <p>Somebody said once “an image is worth a thousand words”. What is
@@ -4013,8 +3938,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="d-plots-with-matplotlib" class="callout-inner">
-<h3 class="callout-title">3D Plots with matplotlib<a class="anchor" aria-label="anchor" href="#d-plots-with-matplotlib"></a>
-</h3>
+<h3 class="callout-title">3D Plots with matplotlib</h3>
 <div class="callout-content">
 <p>The code to generate these 3D plots is outside the scope of this
 lesson but can be viewed by following the links in the captions.</p>
@@ -4035,8 +3959,7 @@ <h3 class="callout-title">3D Plots with matplotlib<a class="anchor" aria-label="
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="experimenting-with-sigma-values-10-min" class="callout-inner">
-<h3 class="callout-title">Experimenting with sigma values (10 min)<a class="anchor" aria-label="anchor" href="#experimenting-with-sigma-values-10-min"></a>
-</h3>
+<h3 class="callout-title">Experimenting with sigma values (10 min)</h3>
 <div class="callout-content">
 <p>The size and shape of the kernel used to blur an image can have a
 significant effect on the result of the blurring and any downstream
@@ -4072,8 +3995,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="experimenting-with-kernel-shape-10-min---optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">Experimenting with kernel shape (10 min - optional, not included in timing)<a class="anchor" aria-label="anchor" href="#experimenting-with-kernel-shape-10-min---optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">Experimenting with kernel shape (10 min - optional, not included in timing)</h3>
 <div class="callout-content">
 <p>Now, what is the effect of applying an asymmetric kernel to blurring
 an image? Try running the code above with different sigmas in the ry and
@@ -4115,7 +4037,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </section><section><h2 class="section-heading" id="other-methods-of-blurring">Other methods of blurring<a class="anchor" aria-label="anchor" href="#other-methods-of-blurring"></a>
-<a class="anchor" aria-label="anchor" href="#other-methods-of-blurring"></a>
 </h2>
 <hr class="half-width">
 <p>The Gaussian blur is a way to apply a low-pass filter in
@@ -4129,8 +4050,7 @@ <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>Applying a low-pass blurring filter smooths edges and removes noise
@@ -4207,7 +4127,6 @@ <h3 class="card-title">Objectives</h3>
 by these functions to select the parts of an image we are interested
 in.</p>
 <section><h2 class="section-heading" id="first-import-the-packages-needed-for-this-episode">First, import the packages needed for this episode<a class="anchor" aria-label="anchor" href="#first-import-the-packages-needed-for-this-episode"></a>
-<a class="anchor" aria-label="anchor" href="#first-import-the-packages-needed-for-this-episode"></a>
 </h2>
 <hr class="half-width">
 <div class="codewrapper sourceCode" id="cb1">
@@ -4224,7 +4143,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb1-9"><a href="#cb1-9" tabindex="-1"></a><span class="op">%</span>matplotlib widget</span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="simple-thresholding">Simple thresholding<a class="anchor" aria-label="anchor" href="#simple-thresholding"></a>
-<a class="anchor" aria-label="anchor" href="#simple-thresholding"></a>
 </h2>
 <hr class="half-width">
 <p>Consider the image <code>data/shapes-01.jpg</code> with a series of
@@ -4323,8 +4241,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="what-makes-a-good-threshold" class="callout-inner">
-<h3 class="callout-title">What makes a good threshold?<a class="anchor" aria-label="anchor" href="#what-makes-a-good-threshold"></a>
-</h3>
+<h3 class="callout-title">What makes a good threshold?</h3>
 <div class="callout-content">
 <p>As is often the case, the answer to this question is “it depends”. In
 the example above, we could have just switched off all the white
@@ -4367,8 +4284,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="more-practice-with-simple-thresholding-15-min" class="callout-inner">
-<h3 class="callout-title">More practice with simple thresholding (15 min)<a class="anchor" aria-label="anchor" href="#more-practice-with-simple-thresholding-15-min"></a>
-</h3>
+<h3 class="callout-title">More practice with simple thresholding (15 min)</h3>
 <div class="callout-content">
 <p>Now, it is your turn to practice. Suppose we want to use simple
 thresholding to select only the coloured shapes (in this particular case
@@ -4416,7 +4332,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <div id="more-practice-with-simple-thresholding-15-min" class="callout-inner">
 <h3 class="callout-title">More practice with simple thresholding (15
-min)<em> (continued)</em><a class="anchor" aria-label="anchor" href="#more-practice-with-simple-thresholding-15-min"></a>
+min)<em> (continued)</em>
 </h3>
 <div class="callout-content">
 <p>Next, create a mask to turn the pixels above the threshold
@@ -4466,7 +4382,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </section><section><h2 class="section-heading" id="automatic-thresholding">Automatic thresholding<a class="anchor" aria-label="anchor" href="#automatic-thresholding"></a>
-<a class="anchor" aria-label="anchor" href="#automatic-thresholding"></a>
 </h2>
 <hr class="half-width">
 <p>The downside of the simple thresholding technique is that we have to
@@ -4482,8 +4397,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="denoising-an-image-before-thresholding" class="callout-inner">
-<h3 class="callout-title">Denoising an image before thresholding<a class="anchor" aria-label="anchor" href="#denoising-an-image-before-thresholding"></a>
-</h3>
+<h3 class="callout-title">Denoising an image before thresholding</h3>
 <div class="callout-content">
 <p>In practice, it is often necessary to denoise the image before
 thresholding, which can be done with one of the methods from <a href="06-blurring.html">the <em>Blurring Images</em> episode</a>.</p>
@@ -4575,7 +4489,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb15-6"><a href="#cb15-6" tabindex="-1"></a>ax.imshow(selection)</span></code></pre>
 </div>
 <figure><img src="fig/maize-root-cluster-selected.png" alt="Masked selection of the maize root system" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="application-measuring-root-mass">Application: measuring root mass<a class="anchor" aria-label="anchor" href="#application-measuring-root-mass"></a>
-<a class="anchor" aria-label="anchor" href="#application-measuring-root-mass"></a>
 </h2>
 <hr class="half-width">
 <p>Let us now turn to an application where we can apply thresholding and
@@ -4701,8 +4614,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="ignoring-more-of-the-images-brainstorming-10-min" class="callout-inner">
-<h3 class="callout-title">Ignoring more of the images – brainstorming (10 min)<a class="anchor" aria-label="anchor" href="#ignoring-more-of-the-images-brainstorming-10-min"></a>
-</h3>
+<h3 class="callout-title">Ignoring more of the images – brainstorming (10 min)</h3>
 <div class="callout-content">
 <p>Let us take a closer look at the binary masks produced by the
 <code>measure_root_mass</code> function.</p>
@@ -4770,8 +4682,7 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="ignoring-more-of-the-images-implementation-30-min---optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">Ignoring more of the images – implementation (30 min - optional, not included in timing)<a class="anchor" aria-label="anchor" href="#ignoring-more-of-the-images-implementation-30-min---optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">Ignoring more of the images – implementation (30 min - optional, not included in timing)</h3>
 <div class="callout-content">
 <p>Implement an enhanced version of the function
 <code>measure_root_mass</code> that applies simple binary thresholding
@@ -4900,8 +4811,7 @@ <h3 class="accordion-header" id="headingSpoiler1">  <div class="note-square"><i
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="thresholding-a-bacteria-colony-image-15-min" class="callout-inner">
-<h3 class="callout-title">Thresholding a bacteria colony image (15 min)<a class="anchor" aria-label="anchor" href="#thresholding-a-bacteria-colony-image-15-min"></a>
-</h3>
+<h3 class="callout-title">Thresholding a bacteria colony image (15 min)</h3>
 <div class="callout-content">
 <p>In the images directory <code>data/</code>, you will find an image
 named <code>colonies-01.tif</code>.</p>
@@ -4966,8 +4876,7 @@ <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>Thresholding produces a binary image, where all pixels with
@@ -5025,7 +4934,6 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="objects">Objects<a class="anchor" aria-label="anchor" href="#objects"></a>
-<a class="anchor" aria-label="anchor" href="#objects"></a>
 </h2>
 <hr class="half-width">
 <p>In <a href="07-thresholding.html">the <em>Thresholding</em>
@@ -5045,7 +4953,6 @@ <h3 class="card-title">Objectives</h3>
 1's, how to identify which pixels belong to an object, find a rule for
 each pixel to determine in which object it is -->
 </section><section><h2 class="section-heading" id="pixel-neighborhoods">Pixel Neighborhoods<a class="anchor" aria-label="anchor" href="#pixel-neighborhoods"></a>
-<a class="anchor" aria-label="anchor" href="#pixel-neighborhoods"></a>
 </h2>
 <hr class="half-width">
 <p>In order to decide which pixels belong to the same object, one can
@@ -5144,8 +5051,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="object-counting-optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">Object counting (optional, not included in timing)<a class="anchor" aria-label="anchor" href="#object-counting-optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">Object counting (optional, not included in timing)</h3>
 <div class="callout-content">
 <p>How many objects with 1 orthogonal jump, how many with 2 orthogonal
 jumps?</p>
@@ -5173,7 +5079,7 @@ <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" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <ol start="2" style="list-style-type: lower-alpha">
 <li>5</li>
@@ -5188,7 +5094,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </div>
 <div id="object-counting-optional-not-included-in-timing" class="callout-inner">
 <h3 class="callout-title">Object counting (optional, not included in
-timing)<em> (continued)</em><a class="anchor" aria-label="anchor" href="#object-counting-optional-not-included-in-timing"></a>
+timing)<em> (continued)</em>
 </h3>
 <div class="callout-content">
 <p>2 jumps</p>
@@ -5205,7 +5111,7 @@ <h3 class="callout-title">Object counting (optional, not included in
 <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">
 <ol style="list-style-type: lower-alpha">
 <li>2</li>
@@ -5219,8 +5125,7 @@ <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="jumps-and-neighborhoods" class="callout-inner">
-<h3 class="callout-title">Jumps and neighborhoods<a class="anchor" aria-label="anchor" href="#jumps-and-neighborhoods"></a>
-</h3>
+<h3 class="callout-title">Jumps and neighborhoods</h3>
 <div class="callout-content">
 <p>We have just introduced how you can reach different neighboring
 pixels by performing one or more orthogonal jumps. We have used the
@@ -5234,7 +5139,6 @@ <h3 class="callout-title">Jumps and neighborhoods<a class="anchor" aria-label="a
 </div>
 </div>
 </section><section><h2 class="section-heading" id="connected-component-analysis">Connected Component Analysis<a class="anchor" aria-label="anchor" href="#connected-component-analysis"></a>
-<a class="anchor" aria-label="anchor" href="#connected-component-analysis"></a>
 </h2>
 <hr class="half-width">
 <p>In order to find the objects in an image, we want to employ an
@@ -5300,8 +5204,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="optional-parameters-and-return-values" class="callout-inner">
-<h3 class="callout-title">Optional parameters and return values<a class="anchor" aria-label="anchor" href="#optional-parameters-and-return-values"></a>
-</h3>
+<h3 class="callout-title">Optional parameters and return values</h3>
 <div class="callout-content">
 <p>The optional parameter <code>return_num</code> changes the data type
 that is returned by the function <code>ski.measure.label</code>. The
@@ -5350,7 +5253,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button spoiler-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSpoiler1" aria-expanded="false" aria-controls="collapseSpoiler1">
   <h3 class="accordion-header" id="headingSpoiler1">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div> Do you see an empty image? </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">
 <p>If you are using an older version of Matplotlib you might get a
 warning
@@ -5406,8 +5309,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="suppressing-outputs-in-jupyter-notebooks" class="callout-inner">
-<h3 class="callout-title">Suppressing outputs in Jupyter Notebooks<a class="anchor" aria-label="anchor" href="#suppressing-outputs-in-jupyter-notebooks"></a>
-</h3>
+<h3 class="callout-title">Suppressing outputs in Jupyter Notebooks</h3>
 <div class="callout-content">
 <p>We just used <code>ax.set_axis_off();</code> to hide the axis from
 the image for a visually cleaner figure. The semicolon is added to
@@ -5438,8 +5340,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="how-many-objects-are-in-that-image-15-min" class="callout-inner">
-<h3 class="callout-title">How many objects are in that image (15 min)<a class="anchor" aria-label="anchor" href="#how-many-objects-are-in-that-image-15-min"></a>
-</h3>
+<h3 class="callout-title">How many objects are in that image (15 min)</h3>
 <div class="callout-content">
 <p>Now, it is your turn to practice. Using the function
 <code>connected_components</code>, find two ways of printing out the
@@ -5455,7 +5356,7 @@ <h3 class="callout-title">How many objects are in that image (15 min)<a class="a
 <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">
 <p>As you might have guessed, the return value <code>count</code>
 already contains the number of objects found in the image. So it can
@@ -5513,7 +5414,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 Therefore, we need other criteria to describe desired properties of the
 objects that are found.</p>
 </section><section><h2 class="section-heading" id="morphometrics---describe-object-features-with-numbers">Morphometrics - Describe object features with numbers<a class="anchor" aria-label="anchor" href="#morphometrics---describe-object-features-with-numbers"></a>
-<a class="anchor" aria-label="anchor" href="#morphometrics---describe-object-features-with-numbers"></a>
 </h2>
 <hr class="half-width">
 <p>Morphometrics is concerned with the quantitative analysis of objects
@@ -5553,8 +5453,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="plot-a-histogram-of-the-object-area-distribution-10-min" class="callout-inner">
-<h3 class="callout-title">Plot a histogram of the object area distribution (10 min)<a class="anchor" aria-label="anchor" href="#plot-a-histogram-of-the-object-area-distribution-10-min"></a>
-</h3>
+<h3 class="callout-title">Plot a histogram of the object area distribution (10 min)</h3>
 <div class="callout-content">
 <p>Similar to how we determined a “good” threshold in <a href="07-thresholding.html">the <em>Thresholding</em> episode</a>, it is
 often helpful to inspect the histogram of an object property. For
@@ -5572,7 +5471,7 @@ <h3 class="callout-title">Plot a histogram of the object area distribution (10 m
 <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">
 <p>The histogram can be plotted with</p>
 <div class="codewrapper sourceCode" id="cb22">
@@ -5611,8 +5510,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="filter-objects-by-area-10-min" class="callout-inner">
-<h3 class="callout-title">Filter objects by area (10 min)<a class="anchor" aria-label="anchor" href="#filter-objects-by-area-10-min"></a>
-</h3>
+<h3 class="callout-title">Filter objects by area (10 min)</h3>
 <div class="callout-content">
 <p>Now we would like to use a minimum area criterion to obtain a more
 accurate count of the objects in the image.</p>
@@ -5628,7 +5526,7 @@ <h3 class="callout-title">Filter objects by area (10 min)<a class="anchor" aria-
 <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">
 <p>One way to count only objects above a certain area is to first create
 a list of those objects, and then take the length of that list as the
@@ -5687,8 +5585,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="using-functions-from-numpy-and-other-python-packages" class="callout-inner">
-<h3 class="callout-title">Using functions from NumPy and other Python packages<a class="anchor" aria-label="anchor" href="#using-functions-from-numpy-and-other-python-packages"></a>
-</h3>
+<h3 class="callout-title">Using functions from NumPy and other Python packages</h3>
 <div class="callout-content">
 <p>Functions from Python packages such as NumPy are often more efficient
 and require less code to write. It is a good idea to browse the
@@ -5702,8 +5599,7 @@ <h3 class="callout-title">Using functions from NumPy and other Python packages<a
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="remove-small-objects-20-min" class="callout-inner">
-<h3 class="callout-title">Remove small objects (20 min)<a class="anchor" aria-label="anchor" href="#remove-small-objects-20-min"></a>
-</h3>
+<h3 class="callout-title">Remove small objects (20 min)</h3>
 <div class="callout-content">
 <p>We might also want to exclude (mask) the small objects when plotting
 the labeled image.</p>
@@ -5720,7 +5616,7 @@ <h3 class="callout-title">Remove small objects (20 min)<a class="anchor" aria-la
 <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" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
 <div class="accordion-body">
 <p>To remove the small objects from the labeled image, we change the
 value of all pixels that belong to the small objects to the background
@@ -5811,8 +5707,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="colour-objects-by-area-optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">Colour objects by area (optional, not included in timing)<a class="anchor" aria-label="anchor" href="#colour-objects-by-area-optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">Colour objects by area (optional, not included in timing)</h3>
 <div class="callout-content">
 <p>Finally, we would like to display the image with the objects coloured
 according to the magnitude of their area. In practice, this can be used
@@ -5825,7 +5720,7 @@ <h3 class="callout-title">Colour objects by area (optional, not included in timi
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution7" aria-expanded="false" aria-controls="collapseSolution7">
   <h4 class="accordion-header" id="headingSolution7"> Show me the solution </h4>
 </button>
-<div id="collapseSolution7" class="accordion-collapse collapse" data-bs-parent="#accordionSolution7" aria-labelledby="headingSolution7">
+<div id="collapseSolution7" class="accordion-collapse collapse" aria-labelledby="headingSolution7" data-bs-parent="#accordionSolution7">
 <div class="accordion-body">
 <p>We already know how to get the areas of the objects from the
 <code>regionprops</code>. We just need to insert a zero area value for
@@ -5856,8 +5751,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Callout<a class="anchor" aria-label="anchor" href="#callout5"></a>
-</h3>
+<h3 class="callout-title">Callout</h3>
 <div class="callout-content">
 <p>You may have noticed that in the solution, we have used the
 <code>labeled_image</code> to index the array <code>object_areas</code>.
@@ -5885,8 +5779,7 @@ <h3 class="callout-title">Callout<a class="anchor" aria-label="anchor" href="#ca
 <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>We can use <code>ski.measure.label</code> to find and label
@@ -5941,7 +5834,6 @@ <h3 class="card-title">Objectives</h3>
 challenge will be related to the shape of objects in images
 (<em>morphometrics</em>).</p>
 <section><h2 class="section-heading" id="morphometrics-bacteria-colony-counting">Morphometrics: Bacteria Colony Counting<a class="anchor" aria-label="anchor" href="#morphometrics-bacteria-colony-counting"></a>
-<a class="anchor" aria-label="anchor" href="#morphometrics-bacteria-colony-counting"></a>
 </h2>
 <hr class="half-width">
 <p>As mentioned in <a href="01-introduction.html">the workshop
@@ -5955,8 +5847,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="morphometrics-for-bacterial-colonies" class="callout-inner">
-<h3 class="callout-title">Morphometrics for bacterial colonies<a class="anchor" aria-label="anchor" href="#morphometrics-for-bacterial-colonies"></a>
-</h3>
+<h3 class="callout-title">Morphometrics for bacterial colonies</h3>
 <div class="callout-content">
 <p>Write a Python program that uses scikit-image to count the number of
 bacteria colonies in each image, and for each, produce a new image that
@@ -5973,7 +5864,7 @@ <h3 class="callout-title">Morphometrics for bacterial colonies<a class="anchor"
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>First, let’s work through the process for one image:</p>
 <div class="codewrapper sourceCode" id="cb1">
@@ -6102,8 +5993,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="colony-counting-with-minimum-size-and-automated-threshold-optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">Colony counting with minimum size and automated threshold (optional, not included in timing)<a class="anchor" aria-label="anchor" href="#colony-counting-with-minimum-size-and-automated-threshold-optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">Colony counting with minimum size and automated threshold (optional, not included in timing)</h3>
 <div class="callout-content">
 <p>Modify your function from the previous exercise for colony counting
 to (i) exclude objects smaller than a specified size and (ii) use an
@@ -6116,7 +6006,7 @@ <h3 class="callout-title">Colony counting with minimum size and automated thresh
 <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>Here is a modified function with the requested features. Note when
 calculating the Otsu threshold we don’t include the very bright pixels
@@ -6157,8 +6047,7 @@ <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>Using thresholding, connected component analysis and other tools we
@@ -6194,7 +6083,7 @@ <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 -->
@@ -6217,8 +6106,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://datacarpentry.github.io/image-processing/aio.html",
   "identifier": "https://datacarpentry.github.io/image-processing/aio.html",
   "dateCreated": "2017-03-14",
-  "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 58233a7b..4dc74d32 100644
--- a/assets/styles.css
+++ b/assets/styles.css
@@ -2,4 +2,4 @@
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  * Copyright 2011-2023 The Bootstrap Authors
  * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)
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.input-group{width:auto}.btn-group{border-radius:var(--bs-border-radius)}.btn-group>:not(.btn-check:first-child)+.btn,.btn-group>.btn-group:not(:first-child){margin-left:calc(var(--bs-border-width) * -1)}.btn-group>.btn:not(:last-child):not(.dropdown-toggle),.btn-group>.btn.dropdown-toggle-split:first-child,.btn-group>.btn-group:not(:last-child)>.btn{border-top-right-radius:0;border-bottom-right-radius:0}.btn-group>.btn:nth-child(n+3),.btn-group>:not(.btn-check)+.btn,.btn-group>.btn-group:not(:first-child)>.btn{border-top-left-radius:0;border-bottom-left-radius:0}.dropdown-toggle-split{padding-right:.5625rem;padding-left:.5625rem}.dropdown-toggle-split::after,.dropup .dropdown-toggle-split::after,.dropend .dropdown-toggle-split::after{margin-left:0}.dropstart 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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: 0.5;position:fixed;top:0;left:0;z-index:var(--bs-backdrop-zindex);width:100vw;height:100vh;background-color:var(--bs-backdrop-bg)}.modal-backdrop.fade{opacity:0}.modal-backdrop.show{opacity:var(--bs-backdrop-opacity)}.modal-header{display:flex;flex-shrink:0;align-items:center;justify-content:space-between;padding:var(--bs-modal-header-padding);border-bottom:var(--bs-modal-header-border-width) solid var(--bs-modal-header-border-color);border-top-left-radius:var(--bs-modal-inner-border-radius);border-top-right-radius:var(--bs-modal-inner-border-radius)}.modal-header .btn-close{padding:calc(var(--bs-modal-header-padding-y)*.5) calc(var(--bs-modal-header-padding-x)*.5);margin:calc(-0.5*var(--bs-modal-header-padding-y)) calc(-0.5*var(--bs-modal-header-padding-x)) calc(-0.5*var(--bs-modal-header-padding-y)) auto}.modal-title{margin-bottom:0;line-height:var(--bs-modal-title-line-height)}.modal-body{position:relative;flex:1 1 auto;padding:var(--bs-modal-padding)}.modal-footer{display:flex;flex-shrink:0;flex-wrap:wrap;align-items:center;justify-content:flex-end;padding:calc(var(--bs-modal-padding) - var(--bs-modal-footer-gap)*.5);background-color:var(--bs-modal-footer-bg);border-top:var(--bs-modal-footer-border-width) solid var(--bs-modal-footer-border-color);border-bottom-right-radius:var(--bs-modal-inner-border-radius);border-bottom-left-radius:var(--bs-modal-inner-border-radius)}.modal-footer>*{margin:calc(var(--bs-modal-footer-gap)*.5)}@media(min-width: 576px){.modal{--bs-modal-margin: 1.75rem;--bs-modal-box-shadow: var(--bs-box-shadow)}.modal-dialog{max-width:var(--bs-modal-width);margin-right:auto;margin-left:auto}.modal-sm{--bs-modal-width: 300px}}@media(min-width: 992px){.modal-lg,.modal-xl{--bs-modal-width: 800px}}@media(min-width: 1200px){.modal-xl{--bs-modal-width: 1140px}}.modal-fullscreen{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen .modal-content{height:100%;border:0;border-radius:0}.modal-fullscreen .modal-header,.modal-fullscreen .modal-footer{border-radius:0}.modal-fullscreen .modal-body{overflow-y:auto}@media(max-width: 575.98px){.modal-fullscreen-sm-down{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen-sm-down .modal-content{height:100%;border:0;border-radius:0}.modal-fullscreen-sm-down .modal-header,.modal-fullscreen-sm-down .modal-footer{border-radius:0}.modal-fullscreen-sm-down .modal-body{overflow-y:auto}}@media(max-width: 767.98px){.modal-fullscreen-md-down{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen-md-down .modal-content{height:100%;border:0;border-radius:0}.modal-fullscreen-md-down .modal-header,.modal-fullscreen-md-down .modal-footer{border-radius:0}.modal-fullscreen-md-down .modal-body{overflow-y:auto}}@media(max-width: 991.98px){.modal-fullscreen-lg-down{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen-lg-down .modal-content{height:100%;border:0;border-radius:0}.modal-fullscreen-lg-down .modal-header,.modal-fullscreen-lg-down .modal-footer{border-radius:0}.modal-fullscreen-lg-down .modal-body{overflow-y:auto}}@media(max-width: 1199.98px){.modal-fullscreen-xl-down{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen-xl-down .modal-content{height:100%;border:0;border-radius:0}.modal-fullscreen-xl-down .modal-header,.modal-fullscreen-xl-down .modal-footer{border-radius:0}.modal-fullscreen-xl-down .modal-body{overflow-y:auto}}@media(max-width: 1399.98px){.modal-fullscreen-xxl-down{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen-xxl-down .modal-content{height:100%;border:0;border-radius:0}.modal-fullscreen-xxl-down .modal-header,.modal-fullscreen-xxl-down .modal-footer{border-radius:0}.modal-fullscreen-xxl-down .modal-body{overflow-y:auto}}.tooltip{--bs-tooltip-zindex: 1080;--bs-tooltip-max-width: 200px;--bs-tooltip-padding-x: 0.5rem;--bs-tooltip-padding-y: 0.25rem;--bs-tooltip-margin: ;--bs-tooltip-font-size:0.875rem;--bs-tooltip-color: var(--bs-body-bg);--bs-tooltip-bg: var(--bs-emphasis-color);--bs-tooltip-border-radius: var(--bs-border-radius);--bs-tooltip-opacity: 0.9;--bs-tooltip-arrow-width: 0.8rem;--bs-tooltip-arrow-height: 0.4rem;z-index:var(--bs-tooltip-zindex);display:block;margin:var(--bs-tooltip-margin);font-family:var(--bs-font-sans-serif);font-style:normal;font-weight:400;line-height:1.5;text-align:left;text-align:start;text-decoration:none;text-shadow:none;text-transform:none;letter-spacing:normal;word-break:normal;white-space:normal;word-spacing:normal;line-break:auto;font-size:var(--bs-tooltip-font-size);word-wrap:break-word;opacity:0}.tooltip.show{opacity:var(--bs-tooltip-opacity)}.tooltip .tooltip-arrow{display:block;width:var(--bs-tooltip-arrow-width);height:var(--bs-tooltip-arrow-height)}.tooltip .tooltip-arrow::before{position:absolute;content:"";border-color:rgba(0,0,0,0);border-style:solid}.bs-tooltip-top 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.tooltip-arrow{top:calc(-1*var(--bs-tooltip-arrow-height))}.bs-tooltip-bottom .tooltip-arrow::before,.bs-tooltip-auto[data-popper-placement^=bottom] .tooltip-arrow::before{bottom:-1px;border-width:0 calc(var(--bs-tooltip-arrow-width)*.5) var(--bs-tooltip-arrow-height);border-bottom-color:var(--bs-tooltip-bg)}.bs-tooltip-start .tooltip-arrow,.bs-tooltip-auto[data-popper-placement^=left] .tooltip-arrow{right:calc(-1*var(--bs-tooltip-arrow-height));width:var(--bs-tooltip-arrow-height);height:var(--bs-tooltip-arrow-width)}.bs-tooltip-start .tooltip-arrow::before,.bs-tooltip-auto[data-popper-placement^=left] .tooltip-arrow::before{left:-1px;border-width:calc(var(--bs-tooltip-arrow-width)*.5) 0 calc(var(--bs-tooltip-arrow-width)*.5) var(--bs-tooltip-arrow-height);border-left-color:var(--bs-tooltip-bg)}.tooltip-inner{max-width:var(--bs-tooltip-max-width);padding:var(--bs-tooltip-padding-y) 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.dropdown-toggle-split::before{margin-right:0}.btn-sm+.dropdown-toggle-split,.btn-group-sm>.btn+.dropdown-toggle-split{padding-right:.375rem;padding-left:.375rem}.btn-lg+.dropdown-toggle-split,.btn-group-lg>.btn+.dropdown-toggle-split{padding-right:.75rem;padding-left:.75rem}.btn-group-vertical{flex-direction:column;align-items:flex-start;justify-content:center}.btn-group-vertical>.btn,.btn-group-vertical>.btn-group{width:100%}.btn-group-vertical>.btn:not(:first-child),.btn-group-vertical>.btn-group:not(:first-child){margin-top:calc(var(--bs-border-width) * -1)}.btn-group-vertical>.btn:not(:last-child):not(.dropdown-toggle),.btn-group-vertical>.btn-group:not(:last-child)>.btn{border-bottom-right-radius:0;border-bottom-left-radius:0}.btn-group-vertical>.btn~.btn,.btn-group-vertical>.btn-group:not(:first-child)>.btn{border-top-left-radius:0;border-top-right-radius:0}.nav{--bs-nav-link-padding-x: 1rem;--bs-nav-link-padding-y: 0.5rem;--bs-nav-link-font-weight: ;--bs-nav-link-color: 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.offcanvas .offcanvas-header{display:none}.navbar-expand-lg .offcanvas .offcanvas-body{display:flex;flex-grow:0;padding:0;overflow-y:visible}}@media(min-width: 1200px){.navbar-expand-xl{flex-wrap:nowrap;justify-content:flex-start}.navbar-expand-xl .navbar-nav{flex-direction:row}.navbar-expand-xl .navbar-nav .dropdown-menu{position:absolute}.navbar-expand-xl .navbar-nav .nav-link{padding-right:var(--bs-navbar-nav-link-padding-x);padding-left:var(--bs-navbar-nav-link-padding-x)}.navbar-expand-xl .navbar-nav-scroll{overflow:visible}.navbar-expand-xl .navbar-collapse{display:flex !important;flex-basis:auto}.navbar-expand-xl .navbar-toggler{display:none}.navbar-expand-xl .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-xl .offcanvas .offcanvas-header{display:none}.navbar-expand-xl .offcanvas .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 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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/discuss.html b/discuss.html
index d719b631..2139844a 100644
--- a/discuss.html
+++ b/discuss.html
@@ -278,10 +278,10 @@ <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>
@@ -301,7 +301,7 @@ <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">
@@ -344,16 +344,14 @@ <h1>Discussion</h1>
 
         
 
-<section><h2 class="section-heading" id="choice-of-image-processing-library">Choice of Image Processing Library<a class="anchor" aria-label="anchor" href="#choice-of-image-processing-library"></a>
-<a class="anchor" aria-label="anchor" href="#choice-of-image-processing-library"></a></h2>
+<section><h2 class="section-heading" id="choice-of-image-processing-library">Choice of Image Processing Library<a class="anchor" aria-label="anchor" href="#choice-of-image-processing-library"></a></h2>
 <hr class="half-width"><p>This lesson was originally designed to use <a href="https://opencv.org/" class="external-link">OpenCV</a> and the <a href="https://pypi.org/project/opencv-python/" class="external-link"><code>opencv-python</code></a>
 library (<a href="https://github.com/datacarpentry/image-processing/tree/770a2416fb5c6bd5a4b8e728b3e338667e47b0ed" class="external-link">see
 the last version of the lesson repository to use OpenCV</a>).</p>
 <p>In 2019-2020 the lesson was adapted to use <a href="https://scikit-image.org/" class="external-link">scikit-image</a>, as this library has
 proven easier to install and enjoys more extensive documentation and
 support.</p>
-</section><section><h2 class="section-heading" id="choice-of-image-viewer">Choice of Image Viewer<a class="anchor" aria-label="anchor" href="#choice-of-image-viewer"></a>
-<a class="anchor" aria-label="anchor" href="#choice-of-image-viewer"></a></h2>
+</section><section><h2 class="section-heading" id="choice-of-image-viewer">Choice of Image Viewer<a class="anchor" aria-label="anchor" href="#choice-of-image-viewer"></a></h2>
 <hr class="half-width"><p>When the lesson was first adapted to use sckikit-image (see above),
 <code>skimage.viewer.ImageViewer</code> was used to inspect images. <a href="https://scikit-image.org/docs/stable/user_guide/visualization.html" class="external-link">This
 viewer is deprecated</a> and the lesson maintainers chose to leverage
@@ -411,7 +409,7 @@ <h1>Discussion</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">
@@ -434,7 +432,7 @@ <h1>Discussion</h1>
   "identifier": "https://datacarpentry.github.io/image-processing/discuss.html",
   "dateCreated": "2017-03-14",
   "dateModified": "2023-07-26",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/edge-detection.html b/edge-detection.html
index 34691c79..d6ebb263 100644
--- a/edge-detection.html
+++ b/edge-detection.html
@@ -278,10 +278,10 @@ <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>
@@ -301,7 +301,7 @@ <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">
@@ -389,8 +389,7 @@ <h3 class="card-title">Objectives</h3>
 <p>As was the case for blurring and thresholding, there are several
 different methods in scikit-image that can be used for edge detection,
 so we will examine only one in detail.</p>
-<section><h2 class="section-heading" id="introduction-to-edge-detection">Introduction to edge detection<a class="anchor" aria-label="anchor" href="#introduction-to-edge-detection"></a>
-<a class="anchor" aria-label="anchor" href="#introduction-to-edge-detection"></a></h2>
+<section><h2 class="section-heading" id="introduction-to-edge-detection">Introduction to edge detection<a class="anchor" aria-label="anchor" href="#introduction-to-edge-detection"></a></h2>
 <hr class="half-width"><p>To begin our introduction to edge detection, let us look at an image
 with a very simple edge - this grayscale image of two overlapped pieces
 of paper, one black and and one white:</p>
@@ -410,8 +409,7 @@ <h3 class="card-title">Objectives</h3>
 scikit-image method to detect edges in an image must be able to decide
 where the edge is, and place appropriately-coloured pixels in that
 location.</p>
-</section><section><h2 class="section-heading" id="canny-edge-detection">Canny edge detection<a class="anchor" aria-label="anchor" href="#canny-edge-detection"></a>
-<a class="anchor" aria-label="anchor" href="#canny-edge-detection"></a></h2>
+</section><section><h2 class="section-heading" id="canny-edge-detection">Canny edge detection<a class="anchor" aria-label="anchor" href="#canny-edge-detection"></a></h2>
 <hr class="half-width"><p>Our edge detection method in this workshop is <em>Canny edge
 detection</em>, created by John Canny in 1986. This method uses a series
 of steps, some incorporating other types of edge detection. The
@@ -522,8 +520,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 due to resampling artefacts in the interactive image viewer. The image
 above is the edges of the junk image, saved in a PNG file. Here is how
 the same image looks when displayed in a scikit-image output window:</p>
-<figure><img src="fig/shapes-01-canny-edge-output.png" alt="Output window of Canny edge detection" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="interacting-with-the-image-viewer-using-viewer-plugins">Interacting with the image viewer using viewer plugins<a class="anchor" aria-label="anchor" href="#interacting-with-the-image-viewer-using-viewer-plugins"></a>
-<a class="anchor" aria-label="anchor" href="#interacting-with-the-image-viewer-using-viewer-plugins"></a></h2>
+<figure><img src="fig/shapes-01-canny-edge-output.png" alt="Output window of Canny edge detection" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="interacting-with-the-image-viewer-using-viewer-plugins">Interacting with the image viewer using viewer plugins<a class="anchor" aria-label="anchor" href="#interacting-with-the-image-viewer-using-viewer-plugins"></a></h2>
 <hr class="half-width"><p>As we have seen, for a user of the
 <code>skimage.feature.canny()</code> edge detection function, three
 important parameters to pass in are sigma, and the low and high
@@ -635,8 +632,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="how-does-the-plugin-know-how-to-call-the-filter-function-with-the-parameters" class="callout-inner">
-<h3 class="callout-title">How does the plugin know how to call the filter function with the parameters?<a class="anchor" aria-label="anchor" href="#how-does-the-plugin-know-how-to-call-the-filter-function-with-the-parameters"></a>
-</h3>
+<h3 class="callout-title">How does the plugin know how to call the filter function with the parameters?</h3>
 <div class="callout-content">
 <p>The filter function will be called with the slider parameters
 according to their <em>names</em> as <em>keyword</em> arguments. So it
@@ -661,8 +657,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="applying-canny-edge-detection-to-another-image-5-min" class="callout-inner">
-<h3 class="callout-title">Applying Canny edge detection to another image (5 min)<a class="anchor" aria-label="anchor" href="#applying-canny-edge-detection-to-another-image-5-min"></a>
-</h3>
+<h3 class="callout-title">Applying Canny edge detection to another image (5 min)</h3>
 <div class="callout-content">
 <p>Now, run the program above on the image of coloured shapes,
 <code>data/shapes-01.jpg</code>. Use a sigma of 1.0 and adjust low and
@@ -692,8 +687,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="using-sliders-for-thresholding-30-min" class="callout-inner">
-<h3 class="callout-title">Using sliders for thresholding (30 min)<a class="anchor" aria-label="anchor" href="#using-sliders-for-thresholding-30-min"></a>
-</h3>
+<h3 class="callout-title">Using sliders for thresholding (30 min)</h3>
 <div class="callout-content">
 <p>Now, let us apply what we know about creating sliders to another,
 similar situation. Consider this image of a collection of maize
@@ -774,8 +768,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 different parameter values. Furthermore, scikit-image already comes with
 a few viewer plugins that you can check out in <a href="https://scikit-image.org/docs/dev/api/skimage.viewer.plugins.html" class="external-link">the
 documentation</a>.</p>
-</section><section><h2 class="section-heading" id="other-edge-detection-functions">Other edge detection functions<a class="anchor" aria-label="anchor" href="#other-edge-detection-functions"></a>
-<a class="anchor" aria-label="anchor" href="#other-edge-detection-functions"></a></h2>
+</section><section><h2 class="section-heading" id="other-edge-detection-functions">Other edge detection functions<a class="anchor" aria-label="anchor" href="#other-edge-detection-functions"></a></h2>
 <hr class="half-width"><p>As with blurring, there are other options for finding edges in
 skimage. These include <code>skimage.filters.sobel()</code>, which you
 will recognise as part of the Canny method. Another choice is
@@ -785,8 +778,7 @@ <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>The <code>skimage.viewer.ImageViewer</code> is extended using a
 <code>skimage.viewer.plugins.Plugin</code>.</li>
@@ -833,7 +825,7 @@ <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">
@@ -856,7 +848,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/image-processing/edge-detection.html",
   "dateCreated": "2017-03-14",
   "dateModified": "2023-08-16",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/images.html b/images.html
index 003687b6..2fb98987 100644
--- a/images.html
+++ b/images.html
@@ -347,10 +347,10 @@ <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>
@@ -375,7 +375,7 @@ <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>
 
 
@@ -751,7 +751,7 @@ <h3 id="09-challenges-figure-10">Figure 10</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 -->
@@ -774,8 +774,8 @@ <h3 id="09-challenges-figure-10">Figure 10</h3>
   "url": "https://datacarpentry.github.io/image-processing/images.html",
   "identifier": "https://datacarpentry.github.io/image-processing/images.html",
   "dateCreated": "2017-03-14",
-  "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 c46891eb..10393d95 100644
--- a/index.html
+++ b/index.html
@@ -290,10 +290,10 @@ <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>
@@ -313,7 +313,7 @@ <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">
@@ -344,8 +344,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
 <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>This lesson assumes you have a working knowledge of Python and some
 previous exposure to the Bash shell. These requirements can be fulfilled
@@ -367,8 +366,7 @@ <h3 class="callout-title">Prerequisites<a class="anchor" aria-label="anchor" hre
 
       <section id="setup"><p>Before joining the workshop or following the lesson, please complete
 the data and software setup described in this page.</p>
-<section><h2 class="section-heading" id="data">Data<a class="anchor" aria-label="anchor" href="#data"></a>
-<a class="anchor" aria-label="anchor" href="#data"></a></h2>
+<section><h2 class="section-heading" id="data">Data<a class="anchor" aria-label="anchor" href="#data"></a></h2>
 <hr class="half-width"><p>The example images used in this lesson are available on <a href="https://figshare.com/" class="external-link">FigShare</a>. To download the data, please
 visit <a href="https://figshare.com/articles/dataset/Data_Carpentry_Image_Processing_Data_beta_/19260677" class="external-link">the
 dataset page for this workshop</a> and click the “Download all” button.
@@ -377,8 +375,7 @@ <h3 class="callout-title">Prerequisites<a class="anchor" aria-label="anchor" hre
 Desktop or a folder you have created for using in this workshop. (The
 name <code>data</code> is optional but recommended, as this is the name
 we will use to refer to the folder throughout the lesson.)</p>
-</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>
+</section><section><h2 class="section-heading" id="software">Software<a class="anchor" aria-label="anchor" href="#software"></a></h2>
 <hr class="half-width"><ol style="list-style-type: decimal"><li>
 <p>Download and install the latest <a href="https://www.anaconda.com/download/" class="external-link">Anaconda distribution</a> for
 your operating system. Make sure to choose the Python 3 version (as
@@ -392,8 +389,7 @@ <h3 class="callout-title">Prerequisites<a class="anchor" aria-label="anchor" hre
 </div>
 <div class="callout-inner">
 <h3 class="callout-title">Updating scikit-image in an existing Anaconda
-distribution<a class="anchor" aria-label="anchor" href="#callout1"></a>
-</h3>
+distribution</h3>
 <div class="callout-content">
 <pre class="shell"><code>conda upgrade -y scikit-image</code></pre>
 </div>
@@ -412,8 +408,7 @@ <h3 class="callout-title">Updating scikit-image in an existing Anaconda
 </div>
 <div class="callout-inner">
 <h3 class="callout-title">Enabling the <code>ipympl</code> backend in
-Jupyter notebooks<a class="anchor" aria-label="anchor" href="#callout2"></a>
-</h3>
+Jupyter notebooks</h3>
 <div class="callout-content">
 <p>The <code>ipympl</code> backend can be enabled with the
 <code>%matplotlib</code> Jupyter magic. Put the following command in a
@@ -433,8 +428,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <div class="callout-inner">
 <h3 class="callout-title">Older
-JupyterLab versions<a class="anchor" aria-label="anchor" href="#callout3"></a>
-</h3>
+JupyterLab versions</h3>
 <div class="callout-content">
 <p>If you are using an older version of JupyterLab, you may also need to
 install the labextensions manually, as explained in the <a href="https://github.com/matplotlib/ipympl#readme" class="external-link">README file</a> for
@@ -563,7 +557,7 @@ <h3 class="accordion-header" id="headingSpoiler3">
         <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">
@@ -585,8 +579,8 @@ <h3 class="accordion-header" id="headingSpoiler3">
   "url": "https://datacarpentry.github.io/image-processing/index.html",
   "identifier": "https://datacarpentry.github.io/image-processing/index.html",
   "dateCreated": "2017-03-14",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
+  "dateModified": "2024-08-27",
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor-notes.html b/instructor-notes.html
index c9ecd56e..7ea4e967 100644
--- a/instructor-notes.html
+++ b/instructor-notes.html
@@ -347,10 +347,10 @@ <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>
@@ -375,7 +375,7 @@ <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>
 
 
@@ -401,7 +401,6 @@ <h1>Instructor Notes</h1>
         
 
 <section><h2 class="section-heading" id="estimated-timings">Estimated Timings<a class="anchor" aria-label="anchor" href="#estimated-timings"></a>
-<a class="anchor" aria-label="anchor" href="#estimated-timings"></a>
 </h2>
 <hr class="half-width">
 <p>This is a relatively new curriculum. The estimated timings for each
@@ -414,7 +413,6 @@ <h1>Instructor Notes</h1>
 an issue on the repository</a> to share your experience with the lesson
 Maintainers.</p>
 </section><section><h2 class="section-heading" id="working-with-jupyter-notebooks">Working with Jupyter notebooks<a class="anchor" aria-label="anchor" href="#working-with-jupyter-notebooks"></a>
-<a class="anchor" aria-label="anchor" href="#working-with-jupyter-notebooks"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -437,7 +435,6 @@ <h1>Instructor Notes</h1>
 maintainers are keen to receive feedback on whether this convention
 proves practical in workshops.</p></li>
 </ul></section><section><h2 class="section-heading" id="working-with-imageio-and-skimage">Working with imageio and skimage<a class="anchor" aria-label="anchor" href="#working-with-imageio-and-skimage"></a>
-<a class="anchor" aria-label="anchor" href="#working-with-imageio-and-skimage"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -464,7 +461,6 @@ <h1>Instructor Notes</h1>
 parameter. A detailed explanation is given in the <em>Plotting single
 channel images (cmap, vmin, vmax)</em> callout box.</p></li>
 </ul></section><section><h2 class="section-heading" id="additional-resources">Additional resources<a class="anchor" aria-label="anchor" href="#additional-resources"></a>
-<a class="anchor" aria-label="anchor" href="#additional-resources"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -479,7 +475,6 @@ <h1>Instructor Notes</h1>
 </ul>
 </li>
 </ul></section><section><h2 class="section-heading" id="questions-from-learners">Questions from Learners<a class="anchor" aria-label="anchor" href="#questions-from-learners"></a>
-<a class="anchor" aria-label="anchor" href="#questions-from-learners"></a>
 </h2>
 <hr class="half-width">
 <div class="section level3">
@@ -542,7 +537,6 @@ <h3 id="q-can-you-blur-while-retaining-edges">Q: Can you blur while retaining ed
 designed to be edge-preserving.</p>
 </div>
 </section><section><h2 class="section-heading" id="troubleshooting">Troubleshooting<a class="anchor" aria-label="anchor" href="#troubleshooting"></a>
-<a class="anchor" aria-label="anchor" href="#troubleshooting"></a>
 </h2>
 <hr class="half-width">
 <p>Learners reported a problem on some operating systems, that
@@ -573,7 +567,7 @@ <h3 id="q-can-you-blur-while-retaining-edges">Q: Can you blur while retaining ed
         <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 -->
@@ -596,8 +590,8 @@ <h3 id="q-can-you-blur-while-retaining-edges">Q: Can you blur while retaining ed
   "url": "https://datacarpentry.github.io/image-processing/instructor-notes.html",
   "identifier": "https://datacarpentry.github.io/image-processing/instructor-notes.html",
   "dateCreated": "2017-03-14",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
+  "dateModified": "2024-08-27",
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/01-introduction.html b/instructor/01-introduction.html
index 127e45a3..840101f4 100644
--- a/instructor/01-introduction.html
+++ b/instructor/01-introduction.html
@@ -290,10 +290,10 @@ <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>
@@ -313,7 +313,7 @@ <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">
@@ -398,8 +398,7 @@ <h3 class="card-title">Objectives</h3>
 (<code>skimage</code>) library</a>. With careful experimental design,
 Python code can be a powerful instrument in answering many different
 kinds of questions.</p>
-<section><h2 class="section-heading" id="uses-of-image-processing-in-research">Uses of Image Processing in Research<a class="anchor" aria-label="anchor" href="#uses-of-image-processing-in-research"></a>
-<a class="anchor" aria-label="anchor" href="#uses-of-image-processing-in-research"></a></h2>
+<section><h2 class="section-heading" id="uses-of-image-processing-in-research">Uses of Image Processing in Research<a class="anchor" aria-label="anchor" href="#uses-of-image-processing-in-research"></a></h2>
 <hr class="half-width"><p>Automated processing can be used to analyse many different properties
 of an image, including the distribution and change in colours in the
 image, the number, size, position, orientation, and shape of objects in
@@ -420,8 +419,7 @@ <h3 class="card-title">Objectives</h3>
 Most of the examples used in this lesson focus on one particular class
 of image processing technique, <em>morphometrics</em>, but what you will
 learn can be used to solve a much wider range of problems.</p>
-</section><section><h2 class="section-heading" id="morphometrics">Morphometrics<a class="anchor" aria-label="anchor" href="#morphometrics"></a>
-<a class="anchor" aria-label="anchor" href="#morphometrics"></a></h2>
+</section><section><h2 class="section-heading" id="morphometrics">Morphometrics<a class="anchor" aria-label="anchor" href="#morphometrics"></a></h2>
 <hr class="half-width"><p>Morphometrics involves counting the number of objects in an image,
 analyzing the size of the objects, or analyzing the shape of the
 objects. For example, we might be interested in automatically counting
@@ -435,8 +433,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="why-write-a-program-to-do-that" class="callout-inner">
-<h3 class="callout-title">Why write a program to do that?<a class="anchor" aria-label="anchor" href="#why-write-a-program-to-do-that"></a>
-</h3>
+<h3 class="callout-title">Why write a program to do that?</h3>
 <div class="callout-content">
 <p>Note that you can easily manually count the number of bacteria
 colonies shown in the morphometric example above. Why should we learn
@@ -471,8 +468,7 @@ <h3 class="callout-title">Why write a program to do that?<a class="anchor" aria-
 <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>Simple Python and scikit-image techniques can be used to solve
 genuine image analysis problems.</li>
@@ -517,7 +513,7 @@ <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">
@@ -540,7 +536,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/image-processing/instructor/01-introduction.html",
   "dateCreated": "2017-03-14",
   "dateModified": "2023-07-26",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/02-image-basics.html b/instructor/02-image-basics.html
index b0562d21..0bd49181 100644
--- a/instructor/02-image-basics.html
+++ b/instructor/02-image-basics.html
@@ -302,10 +302,10 @@ <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>
@@ -325,7 +325,7 @@ <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">
@@ -416,8 +416,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Callout<a class="anchor" aria-label="anchor" href="#callout1"></a>
-</h3>
+<h3 class="callout-title">Callout</h3>
 <div class="callout-content">
 <p>Feel free to make use of the <a href=".././files/cheatsheet.html">available cheat-sheet</a> as a guide for
 the rest of the course material. View it online, share it, or print the
@@ -425,8 +424,7 @@ <h3 class="callout-title">Callout<a class="anchor" aria-label="anchor" href="#ca
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="pixels">Pixels<a class="anchor" aria-label="anchor" href="#pixels"></a>
-<a class="anchor" aria-label="anchor" href="#pixels"></a></h2>
+<section><h2 class="section-heading" id="pixels">Pixels<a class="anchor" aria-label="anchor" href="#pixels"></a></h2>
 <hr class="half-width"><p>It is important to realise that images are stored as rectangular
 arrays of hundreds, thousands, or millions of discrete “picture
 elements,” otherwise known as <em>pixels</em>. Each pixel can be thought
@@ -449,8 +447,7 @@ <h3 class="callout-title">Callout<a class="anchor" aria-label="anchor" href="#ca
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="matrices-arrays-images-and-pixels" class="callout-inner">
-<h3 class="callout-title">Matrices, arrays, images and pixels<a class="anchor" aria-label="anchor" href="#matrices-arrays-images-and-pixels"></a>
-</h3>
+<h3 class="callout-title">Matrices, arrays, images and pixels</h3>
 <div class="callout-content">
 <p>A <strong>matrix</strong> is a mathematical concept - numbers evenly
 arranged in a rectangle. This can be a two-dimensional rectangle, like
@@ -469,8 +466,7 @@ <h3 class="callout-title">Matrices, arrays, images and pixels<a class="anchor" a
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="loading-images">Loading images<a class="anchor" aria-label="anchor" href="#loading-images"></a>
-<a class="anchor" aria-label="anchor" href="#loading-images"></a></h2>
+</section><section><h2 class="section-heading" id="loading-images">Loading images<a class="anchor" aria-label="anchor" href="#loading-images"></a></h2>
 <hr class="half-width"><p>As noted, images we want to analyze (process) with Python are loaded
 into arrays. There are multiple ways to load images. In this lesson, we
 use imageio, a Python library for reading (loading) and writing (saving)
@@ -508,8 +504,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <div id="why-not-use-skimage.io.imread" class="callout-inner">
 <h3 class="callout-title">Why not use
-<code>skimage.io.imread()</code>?<a class="anchor" aria-label="anchor" href="#why-not-use-skimage.io.imread"></a>
-</h3>
+<code>skimage.io.imread()</code>?</h3>
 <div class="callout-content">
 <p>The scikit-image library has its own function to read an image, so
 you might be asking why we don’t use it here. Actually,
@@ -527,8 +522,7 @@ <h3 class="callout-title">Why not use
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="beyond-numpy-arrays" class="callout-inner">
-<h3 class="callout-title">Beyond NumPy arrays<a class="anchor" aria-label="anchor" href="#beyond-numpy-arrays"></a>
-</h3>
+<h3 class="callout-title">Beyond NumPy arrays</h3>
 <div class="callout-content">
 <p>Beyond NumPy arrays, there exist other types of variables which are
 array-like. Notably, <a href="https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.html" class="external-link">pandas.DataFrame</a>
@@ -546,8 +540,7 @@ <h3 class="callout-title">Beyond NumPy arrays<a class="anchor" aria-label="ancho
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="working-with-pixels">Working with pixels<a class="anchor" aria-label="anchor" href="#working-with-pixels"></a>
-<a class="anchor" aria-label="anchor" href="#working-with-pixels"></a></h2>
+</section><section><h2 class="section-heading" id="working-with-pixels">Working with pixels<a class="anchor" aria-label="anchor" href="#working-with-pixels"></a></h2>
 <hr class="half-width"><p>First, let us add the necessary imports:</p>
 <div class="codewrapper sourceCode" id="cb4">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -564,8 +557,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="import-statements-in-python" class="callout-inner">
-<h3 class="callout-title">Import statements in Python<a class="anchor" aria-label="anchor" href="#import-statements-in-python"></a>
-</h3>
+<h3 class="callout-title">Import statements in Python</h3>
 <div class="callout-content">
 <p>In Python, the <code>import</code> statement is used to load
 additional functionality into a program. This is necessary when we want
@@ -712,8 +704,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="coordinate-system" class="callout-inner">
-<h3 class="callout-title">Coordinate system<a class="anchor" aria-label="anchor" href="#coordinate-system"></a>
-</h3>
+<h3 class="callout-title">Coordinate system</h3>
 <div class="callout-content">
 <p>When we process images, we can access, examine, and / or change the
 colour of any pixel we wish. To do this, we need some convention on how
@@ -748,8 +739,7 @@ <h3 class="callout-title">Coordinate system<a class="anchor" aria-label="anchor"
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="changing-pixel-values-5-min" class="callout-inner">
-<h3 class="callout-title">Changing Pixel Values (5 min)<a class="anchor" aria-label="anchor" href="#changing-pixel-values-5-min"></a>
-</h3>
+<h3 class="callout-title">Changing Pixel Values (5 min)</h3>
 <div class="callout-content">
 <p>Load another copy of eight named five, and then change the value of
 pixels so you have what looks like a 5 instead of an 8. Display the
@@ -788,8 +778,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="more-colours">More colours<a class="anchor" aria-label="anchor" href="#more-colours"></a>
-<a class="anchor" aria-label="anchor" href="#more-colours"></a></h2>
+</section><section><h2 class="section-heading" id="more-colours">More colours<a class="anchor" aria-label="anchor" href="#more-colours"></a></h2>
 <hr class="half-width"><p>Up to now, we only had a 2 colour matrix, but we can have more if we
 use other numbers or fractions. One common way is to use the numbers
 between 0 and 255 to allow for 256 different colours or 256 different
@@ -843,8 +832,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 grayscale color map to represent the luminance, or intensity of the data
 and correspondingly this channel is referred to as the luminance
 channel.</p>
-</section><section><h2 class="section-heading" id="even-more-colours">Even more colours<a class="anchor" aria-label="anchor" href="#even-more-colours"></a>
-<a class="anchor" aria-label="anchor" href="#even-more-colours"></a></h2>
+</section><section><h2 class="section-heading" id="even-more-colours">Even more colours<a class="anchor" aria-label="anchor" href="#even-more-colours"></a></h2>
 <hr class="half-width"><p>This is all well and good at this scale, but what happens when we
 instead have a picture of a natural landscape that contains millions of
 colours. Having a one to one mapping of number to colour like this would
@@ -949,8 +937,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 than square [1, 3]. When all three channels are combined though, the
 blue light of those squares is being diluted by the relative strength of
 red and green being mixed in with them.</p>
-</section><section><h2 class="section-heading" id="bit-rgb-colour">24-bit RGB colour<a class="anchor" aria-label="anchor" href="#bit-rgb-colour"></a>
-<a class="anchor" aria-label="anchor" href="#bit-rgb-colour"></a></h2>
+</section><section><h2 class="section-heading" id="bit-rgb-colour">24-bit RGB colour<a class="anchor" aria-label="anchor" href="#bit-rgb-colour"></a></h2>
 <hr class="half-width"><p>This last colour model we used, known as the <em>RGB (Red, Green,
 Blue)</em> model, is the most common.</p>
 <p>As we saw, the RGB model is an <em>additive</em> colour model, which
@@ -972,8 +959,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="thinking-about-rgb-colours-5-min" class="callout-inner">
-<h3 class="callout-title">Thinking about RGB colours (5 min)<a class="anchor" aria-label="anchor" href="#thinking-about-rgb-colours-5-min"></a>
-</h3>
+<h3 class="callout-title">Thinking about RGB colours (5 min)</h3>
 <div class="callout-content">
 <p>Suppose that we represent colours as triples (r, g, b), where each of
 r, g, and b is an integer in [0, 255]. What colours are represented by
@@ -1024,8 +1010,7 @@ <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="rgb-colour-table-optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">RGB colour table (optional, not included in timing)<a class="anchor" aria-label="anchor" href="#rgb-colour-table-optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">RGB colour table (optional, not included in timing)</h3>
 <div class="callout-content">
 <figure><img src="../fig/colour-table.png" alt="RGB colour table" class="figure mx-auto d-block"></figure><p>We cannot really provide a complete table. To see why, answer this
 question: How many possible colours can be represented with the 24-bit
@@ -1066,8 +1051,7 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 coordinate. Each pixel in the image is a square point of coloured light,
 where the colour is specified by a 24-bit RGB triplet. Such an image is
 an example of <em>raster graphics</em>.</p>
-</section><section><h2 class="section-heading" id="image-formats">Image formats<a class="anchor" aria-label="anchor" href="#image-formats"></a>
-<a class="anchor" aria-label="anchor" href="#image-formats"></a></h2>
+</section><section><h2 class="section-heading" id="image-formats">Image formats<a class="anchor" aria-label="anchor" href="#image-formats"></a></h2>
 <hr class="half-width"><p>Although the images we will manipulate in our programs are
 conceptualised as rectangular arrays of RGB triplets, they are not
 necessarily created, stored, or transmitted in that format. There are
@@ -1082,8 +1066,7 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 <td align="left">.jpg or .jpeg</td>
 </tr><tr class="odd"><td align="left">Tagged Image File Format (TIFF)</td>
 <td align="left">.tif or .tiff</td>
-</tr></tbody></table></section><section><h2 class="section-heading" id="bmp">BMP<a class="anchor" aria-label="anchor" href="#bmp"></a>
-<a class="anchor" aria-label="anchor" href="#bmp"></a></h2>
+</tr></tbody></table></section><section><h2 class="section-heading" id="bmp">BMP<a class="anchor" aria-label="anchor" href="#bmp"></a></h2>
 <hr class="half-width"><p>The file format that comes closest to our preceding conceptualisation
 of images is the Device-Independent Bitmap, or BMP, file format. BMP
 files store raster graphics images as long sequences of binary-encoded
@@ -1104,8 +1087,7 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 may not be able to detect some important aspect if we are working with
 compressed images. Since compression is important to us, we should take
 a brief detour and discuss the concept.</p>
-</section><section><h2 class="section-heading" id="image-compression">Image compression<a class="anchor" aria-label="anchor" href="#image-compression"></a>
-<a class="anchor" aria-label="anchor" href="#image-compression"></a></h2>
+</section><section><h2 class="section-heading" id="image-compression">Image compression<a class="anchor" aria-label="anchor" href="#image-compression"></a></h2>
 <hr class="half-width"><p>Before discussing additional formats, familiarity with image
 compression will be helpful. Let’s delve into that subject with a
 challenge. For this challenge, you will need to know about bits / bytes
@@ -1116,8 +1098,7 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="bits-and-bytes" class="callout-inner">
-<h3 class="callout-title">Bits and bytes<a class="anchor" aria-label="anchor" href="#bits-and-bytes"></a>
-</h3>
+<h3 class="callout-title">Bits and bytes</h3>
 <div class="callout-content">
 <p>Before we talk specifically about images, we first need to understand
 how numbers are stored in a modern digital computer. When we think of a
@@ -1170,8 +1151,7 @@ <h3 class="callout-title">Bits and bytes<a class="anchor" aria-label="anchor" hr
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="bmp-image-size-optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">BMP image size (optional, not included in timing)<a class="anchor" aria-label="anchor" href="#bmp-image-size-optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">BMP image size (optional, not included in timing)</h3>
 <div class="callout-content">
 <p>Imagine that we have a fairly large, but very boring image: a 5,000 ×
 5,000 pixel image composed of nothing but white pixels. If we used an
@@ -1247,8 +1227,7 @@ <h3 id="lossy-compression">Lossy compression<a class="anchor" aria-label="anchor
 lossless formats, given an image saved in a lossy format, there is no
 way to reconstruct the original image in a byte-by-byte manner.</p>
 </div>
-</section><section><h2 class="section-heading" id="jpeg">JPEG<a class="anchor" aria-label="anchor" href="#jpeg"></a>
-<a class="anchor" aria-label="anchor" href="#jpeg"></a></h2>
+</section><section><h2 class="section-heading" id="jpeg">JPEG<a class="anchor" aria-label="anchor" href="#jpeg"></a></h2>
 <hr class="half-width"><p>JPEG images are perhaps the most commonly encountered digital images
 today. JPEG uses lossy compression, and the degree of compression can be
 tuned to your liking. It supports 24-bit colour depth, and since the
@@ -1259,8 +1238,7 @@ <h3 id="lossy-compression">Lossy compression<a class="anchor" aria-label="anchor
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="examining-actual-image-sizes-optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">Examining actual image sizes (optional, not included in timing)<a class="anchor" aria-label="anchor" href="#examining-actual-image-sizes-optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">Examining actual image sizes (optional, not included in timing)</h3>
 <div class="callout-content">
 <p>Let us see the effects of image compression on image size with actual
 images. The following script creates a square white image 5000 x 5000
@@ -1302,8 +1280,7 @@ <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="comparing-lossless-versus-lossy-compression-optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">Comparing lossless versus lossy compression (optional, not included in timing)<a class="anchor" aria-label="anchor" href="#comparing-lossless-versus-lossy-compression-optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">Comparing lossless versus lossy compression (optional, not included in timing)</h3>
 <div class="callout-content">
 <p>Let us see a hands-on example of lossless versus lossy compression.
 Open a terminal (or Windows PowerShell) and navigate to the
@@ -1380,8 +1357,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 if your images are stored in the cloud and therefore must be downloaded
 to your system before you use them, you may wish to use a compressed
 image format to speed up file transfer time.</p>
-</section><section><h2 class="section-heading" id="png">PNG<a class="anchor" aria-label="anchor" href="#png"></a>
-<a class="anchor" aria-label="anchor" href="#png"></a></h2>
+</section><section><h2 class="section-heading" id="png">PNG<a class="anchor" aria-label="anchor" href="#png"></a></h2>
 <hr class="half-width"><p>PNG images are well suited for storing diagrams. It uses a lossless
 compression and is hence often used in web applications for
 non-photographic images. The format is able to store RGB and plain
@@ -1390,8 +1366,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 filter, like taking the difference of adjacent pixels, can be applied to
 increase the compressability of the data. The filtered data is then
 compressed in the next step and written out to the disk.</p>
-</section><section><h2 class="section-heading" id="tiff">TIFF<a class="anchor" aria-label="anchor" href="#tiff"></a>
-<a class="anchor" aria-label="anchor" href="#tiff"></a></h2>
+</section><section><h2 class="section-heading" id="tiff">TIFF<a class="anchor" aria-label="anchor" href="#tiff"></a></h2>
 <hr class="half-width"><p>TIFF images are popular with publishers, graphics designers, and
 photographers. TIFF images can be uncompressed, or compressed using
 either lossless or lossy compression schemes, depending on the settings
@@ -1399,8 +1374,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 JPEG formats. The main disadvantage of TIFF images (other than the size
 of images in the uncompressed version of the format) is that they are
 not universally readable by image viewing and manipulation software.</p>
-</section><section><h2 class="section-heading" id="metadata">Metadata<a class="anchor" aria-label="anchor" href="#metadata"></a>
-<a class="anchor" aria-label="anchor" href="#metadata"></a></h2>
+</section><section><h2 class="section-heading" id="metadata">Metadata<a class="anchor" aria-label="anchor" href="#metadata"></a></h2>
 <hr class="half-width"><p>JPEG and TIFF images support the inclusion of <em>metadata</em> in
 images. Metadata is textual information that is contained within an
 image file. Metadata holds information about the image itself, such as
@@ -1421,8 +1395,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="accessing-metadata" class="callout-inner">
-<h3 class="callout-title">Accessing Metadata<a class="anchor" aria-label="anchor" href="#accessing-metadata"></a>
-</h3>
+<h3 class="callout-title">Accessing Metadata</h3>
 <div class="callout-content">
 <p><code>imageio.v3</code> provides a way to display or explore the
 metadata associated with an image. Metadata is served independently from
@@ -1464,8 +1437,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="summary-of-image-formats-used-in-this-lesson">Summary of image formats used in this lesson<a class="anchor" aria-label="anchor" href="#summary-of-image-formats-used-in-this-lesson"></a>
-<a class="anchor" aria-label="anchor" href="#summary-of-image-formats-used-in-this-lesson"></a></h2>
+</section><section><h2 class="section-heading" id="summary-of-image-formats-used-in-this-lesson">Summary of image formats used in this lesson<a class="anchor" aria-label="anchor" href="#summary-of-image-formats-used-in-this-lesson"></a></h2>
 <hr class="half-width"><p>The following table summarises the characteristics of the BMP, JPEG,
 and TIFF image formats:</p>
 <table class="table"><colgroup><col width="19%"><col width="15%"><col width="12%"><col width="26%"><col width="26%"></colgroup><thead><tr class="header"><th align="left">Format</th>
@@ -1499,8 +1471,7 @@ <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>Digital images are represented as rectangular arrays of square
 pixels.</li>
@@ -1565,7 +1536,7 @@ <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">
@@ -1588,7 +1559,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/image-processing/instructor/02-image-basics.html",
   "dateCreated": "2017-03-14",
   "dateModified": "2024-06-18",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/03-skimage-images.html b/instructor/03-skimage-images.html
index 80ad6dcb..7d38670c 100644
--- a/instructor/03-skimage-images.html
+++ b/instructor/03-skimage-images.html
@@ -293,10 +293,10 @@ <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>
@@ -316,7 +316,7 @@ <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">
@@ -390,8 +390,7 @@ <h3 class="card-title">Objectives</h3>
 <p>We have covered much of how images are represented in computer
 software. In this episode we will learn some more methods for accessing
 and changing digital images.</p>
-<section><h2 class="section-heading" id="first-import-the-packages-needed-for-this-episode">First, import the packages needed for this episode<a class="anchor" aria-label="anchor" href="#first-import-the-packages-needed-for-this-episode"></a>
-<a class="anchor" aria-label="anchor" href="#first-import-the-packages-needed-for-this-episode"></a></h2>
+<section><h2 class="section-heading" id="first-import-the-packages-needed-for-this-episode">First, import the packages needed for this episode<a class="anchor" aria-label="anchor" href="#first-import-the-packages-needed-for-this-episode"></a></h2>
 <hr class="half-width"><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>
 </h3>
@@ -403,8 +402,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb1-6"><a href="#cb1-6" tabindex="-1"></a></span>
 <span id="cb1-7"><a href="#cb1-7" tabindex="-1"></a><span class="op">%</span>matplotlib widget</span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="reading-displaying-and-saving-images">Reading, displaying, and saving images<a class="anchor" aria-label="anchor" href="#reading-displaying-and-saving-images"></a>
-<a class="anchor" aria-label="anchor" href="#reading-displaying-and-saving-images"></a></h2>
+</section><section><h2 class="section-heading" id="reading-displaying-and-saving-images">Reading, displaying, and saving images<a class="anchor" aria-label="anchor" href="#reading-displaying-and-saving-images"></a></h2>
 <hr class="half-width"><p>Imageio provides intuitive functions for reading and writing (saving)
 images. All of the popular image formats, such as BMP, PNG, JPEG, and
 TIFF are supported, along with several more esoteric formats. Check the
@@ -454,8 +452,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="metadata-revisited" class="callout-inner">
-<h3 class="callout-title">Metadata, revisited<a class="anchor" aria-label="anchor" href="#metadata-revisited"></a>
-</h3>
+<h3 class="callout-title">Metadata, revisited</h3>
 <div class="callout-content">
 <p>Remember, as mentioned in the previous section, <em>images saved with
 <code>imwrite()</code> will not retain all metadata associated with the
@@ -470,8 +467,7 @@ <h3 class="callout-title">Metadata, revisited<a class="anchor" aria-label="ancho
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="extensions-do-not-always-dictate-file-type" class="callout-inner">
-<h3 class="callout-title">Extensions do not always dictate file type<a class="anchor" aria-label="anchor" href="#extensions-do-not-always-dictate-file-type"></a>
-</h3>
+<h3 class="callout-title">Extensions do not always dictate file type</h3>
 <div class="callout-content">
 <p>The <code>iio.imwrite()</code> function automatically uses the file
 type we specify in the file name parameter’s extension. Note that this
@@ -487,8 +483,7 @@ <h3 class="callout-title">Extensions do not always dictate file type<a class="an
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="named-versus-positional-arguments" class="callout-inner">
-<h3 class="callout-title">Named versus positional arguments<a class="anchor" aria-label="anchor" href="#named-versus-positional-arguments"></a>
-</h3>
+<h3 class="callout-title">Named versus positional arguments</h3>
 <div class="callout-content">
 <p>When we call functions in Python, there are two ways we can specify
 the necessary arguments. We can specify the arguments
@@ -516,8 +511,7 @@ <h3 class="callout-title">Named versus positional arguments<a class="anchor" ari
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="resizing-an-image-10-min" class="callout-inner">
-<h3 class="callout-title">Resizing an image (10 min)<a class="anchor" aria-label="anchor" href="#resizing-an-image-10-min"></a>
-</h3>
+<h3 class="callout-title">Resizing an image (10 min)</h3>
 <div class="callout-content">
 <p>Using the <code>chair.jpg</code> image located in the data folder,
 write a Python script to read your image into a variable named
@@ -539,8 +533,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Callout<a class="anchor" aria-label="anchor" href="#callout4"></a>
-</h3>
+<h3 class="callout-title">Callout</h3>
 <div class="callout-content">
 <p>Note that the pixel values in the new image are an approximation of
 the original values and should not be confused with actual, observed
@@ -613,8 +606,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="manipulating-pixels">Manipulating pixels<a class="anchor" aria-label="anchor" href="#manipulating-pixels"></a>
-<a class="anchor" aria-label="anchor" href="#manipulating-pixels"></a></h2>
+</section><section><h2 class="section-heading" id="manipulating-pixels">Manipulating pixels<a class="anchor" aria-label="anchor" href="#manipulating-pixels"></a></h2>
 <hr class="half-width"><p>In <a href="02-image-basics.html">the <em>Image Basics</em>
 episode</a>, we individually manipulated the colours of pixels by
 changing the numbers stored in the image’s NumPy array. Let’s apply the
@@ -638,8 +630,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="loading-images-with-imageio-read-only-arrays" class="callout-inner">
-<h3 class="callout-title">Loading images with imageio: Read-only arrays<a class="anchor" aria-label="anchor" href="#loading-images-with-imageio-read-only-arrays"></a>
-</h3>
+<h3 class="callout-title">Loading images with imageio: Read-only arrays</h3>
 <div class="callout-content">
 <p>When loading an image with imageio, in certain situations the image
 is stored in a read-only array. If you attempt to manipulate the pixels
@@ -680,8 +671,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 whole 3-dimensional array with a value less that 128 is set to zero. In
 this case, the result is an image in which the extraneous background
 detail has been removed.</p>
-<figure><img src="../fig/maize-root-cluster-threshold.jpg" alt="Thresholded root image" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="converting-colour-images-to-grayscale">Converting colour images to grayscale<a class="anchor" aria-label="anchor" href="#converting-colour-images-to-grayscale"></a>
-<a class="anchor" aria-label="anchor" href="#converting-colour-images-to-grayscale"></a></h2>
+<figure><img src="../fig/maize-root-cluster-threshold.jpg" alt="Thresholded root image" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="converting-colour-images-to-grayscale">Converting colour images to grayscale<a class="anchor" aria-label="anchor" href="#converting-colour-images-to-grayscale"></a></h2>
 <hr class="half-width"><p>It is often easier to work with grayscale images, which have a single
 channel, instead of colour images, which have three channels.
 scikit-image offers the function <code>ski.color.rgb2gray()</code> to
@@ -699,7 +689,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="colour-and-color" class="callout-inner">
-<h3 class="callout-title">Colour and <code>color</code><a class="anchor" aria-label="anchor" href="#colour-and-color"></a>
+<h3 class="callout-title">Colour and <code>color</code>
 </h3>
 <div class="callout-content">
 <p>The Carpentries generally prefers UK English spelling, which is why
@@ -760,8 +750,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="loading-images-with-imageio-pixel-type-and-depth" class="callout-inner">
-<h3 class="callout-title">Loading images with imageio: Pixel type and depth<a class="anchor" aria-label="anchor" href="#loading-images-with-imageio-pixel-type-and-depth"></a>
-</h3>
+<h3 class="callout-title">Loading images with imageio: Pixel type and depth</h3>
 <div class="callout-content">
 <p>When loading an image with <code>mode="L"</code>, the pixel values
 are stored as 8-bit integer numbers that can take values in the range
@@ -782,8 +771,7 @@ <h3 class="callout-title">Loading images with imageio: Pixel type and depth<a cl
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="keeping-only-low-intensity-pixels-10-min" class="callout-inner">
-<h3 class="callout-title">Keeping only low intensity pixels (10 min)<a class="anchor" aria-label="anchor" href="#keeping-only-low-intensity-pixels-10-min"></a>
-</h3>
+<h3 class="callout-title">Keeping only low intensity pixels (10 min)</h3>
 <div class="callout-content">
 <p>A little earlier, we showed how we could use Python and scikit-image
 to turn on only the high intensity pixels from an image, while turning
@@ -850,8 +838,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="plotting-single-channel-images-cmap-vmin-vmax" class="callout-inner">
-<h3 class="callout-title">Plotting single channel images (cmap, vmin, vmax)<a class="anchor" aria-label="anchor" href="#plotting-single-channel-images-cmap-vmin-vmax"></a>
-</h3>
+<h3 class="callout-title">Plotting single channel images (cmap, vmin, vmax)</h3>
 <div class="callout-content">
 <p>Compared to a colour image, a grayscale image contains only a single
 intensity value per pixel. When we plot such an image with
@@ -874,8 +861,7 @@ <h3 class="callout-title">Plotting single channel images (cmap, vmin, vmax)<a cl
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="access-via-slicing">Access via slicing<a class="anchor" aria-label="anchor" href="#access-via-slicing"></a>
-<a class="anchor" aria-label="anchor" href="#access-via-slicing"></a></h2>
+</section><section><h2 class="section-heading" id="access-via-slicing">Access via slicing<a class="anchor" aria-label="anchor" href="#access-via-slicing"></a></h2>
 <hr class="half-width"><p>As noted in the previous lesson scikit-image images are stored as
 NumPy arrays, so we can use array slicing to select rectangular areas of
 an image. Then, we can save the selection as a new image, change the
@@ -953,8 +939,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="practicing-with-slices-10-min---optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">Practicing with slices (10 min - optional, not included in timing)<a class="anchor" aria-label="anchor" href="#practicing-with-slices-10-min---optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">Practicing with slices (10 min - optional, not included in timing)</h3>
 <div class="callout-content">
 <p>Using the techniques you just learned, write a script that creates,
 displays, and saves a sub-image containing only the plant and its roots
@@ -999,8 +984,7 @@ <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>Images are read from disk with the <code>iio.imread()</code>
 function.</li>
@@ -1059,7 +1043,7 @@ <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">
@@ -1082,7 +1066,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/image-processing/instructor/03-skimage-images.html",
   "dateCreated": "2017-03-14",
   "dateModified": "2024-06-07",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/04-drawing.html b/instructor/04-drawing.html
index e89106ff..2769b8a8 100644
--- a/instructor/04-drawing.html
+++ b/instructor/04-drawing.html
@@ -291,10 +291,10 @@ <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>
@@ -314,7 +314,7 @@ <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">
@@ -389,8 +389,7 @@ <h3 class="card-title">Objectives</h3>
 operators. With these tools, we will be able to create programs to
 perform simple analyses of images based on changes in colour or
 shape.</p>
-<section><h2 class="section-heading" id="first-import-the-packages-needed-for-this-episode">First, import the packages needed for this episode<a class="anchor" aria-label="anchor" href="#first-import-the-packages-needed-for-this-episode"></a>
-<a class="anchor" aria-label="anchor" href="#first-import-the-packages-needed-for-this-episode"></a></h2>
+<section><h2 class="section-heading" id="first-import-the-packages-needed-for-this-episode">First, import the packages needed for this episode<a class="anchor" aria-label="anchor" href="#first-import-the-packages-needed-for-this-episode"></a></h2>
 <hr class="half-width"><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>
 </h3>
@@ -403,8 +402,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb1-7"><a href="#cb1-7" tabindex="-1"></a><span class="op">%</span>matplotlib widget</span></code></pre>
 </div>
 <p>Here, we import the same packages as earlier in the lesson.</p>
-</section><section><h2 class="section-heading" id="drawing-on-images">Drawing on images<a class="anchor" aria-label="anchor" href="#drawing-on-images"></a>
-<a class="anchor" aria-label="anchor" href="#drawing-on-images"></a></h2>
+</section><section><h2 class="section-heading" id="drawing-on-images">Drawing on images<a class="anchor" aria-label="anchor" href="#drawing-on-images"></a></h2>
 <hr class="half-width"><p>Often we wish to select only a portion of an image to analyze, and
 ignore the rest. Creating a rectangular sub-image with slicing, as we
 did in <a href="03-skimage-images.html">the <em>Working with
@@ -488,8 +486,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="check-the-documentation" class="callout-inner">
-<h3 class="callout-title">Check the documentation!<a class="anchor" aria-label="anchor" href="#check-the-documentation"></a>
-</h3>
+<h3 class="callout-title">Check the documentation!</h3>
 <div class="callout-content">
 <p>When using an scikit-image function for the first time - or the fifth
 time - it is wise to check how the function is used, via <a href="https://scikit-image.org/docs/dev/user_guide" class="external-link">the scikit-image
@@ -508,8 +505,7 @@ <h3 class="callout-title">Check the documentation!<a class="anchor" aria-label="
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="variable-naming-conventions" class="callout-inner">
-<h3 class="callout-title">Variable naming conventions!<a class="anchor" aria-label="anchor" href="#variable-naming-conventions"></a>
-</h3>
+<h3 class="callout-title">Variable naming conventions!</h3>
 <div class="callout-content">
 <p>You may have wondered why we called the return values of the
 rectangle function <code>rr</code> and <code>cc</code>?! You may have
@@ -531,8 +527,7 @@ <h3 class="callout-title">Variable naming conventions!<a class="anchor" aria-lab
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="other-drawing-operations-15-min" class="callout-inner">
-<h3 class="callout-title">Other drawing operations (15 min)<a class="anchor" aria-label="anchor" href="#other-drawing-operations-15-min"></a>
-</h3>
+<h3 class="callout-title">Other drawing operations (15 min)</h3>
 <div class="callout-content">
 <p>There are other functions for drawing on images, in addition to the
 <code>ski.draw.rectangle()</code> function. We can draw circles, lines,
@@ -677,8 +672,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="image-modification">Image modification<a class="anchor" aria-label="anchor" href="#image-modification"></a>
-<a class="anchor" aria-label="anchor" href="#image-modification"></a></h2>
+</section><section><h2 class="section-heading" id="image-modification">Image modification<a class="anchor" aria-label="anchor" href="#image-modification"></a></h2>
 <hr class="half-width"><p>All that remains is the task of modifying the image using our mask in
 such a way that the areas with <code>True</code> pixels in the mask are
 not shown in the image any more.</p>
@@ -687,8 +681,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="how-does-a-mask-work-optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">How does a mask work? (optional, not included in timing)<a class="anchor" aria-label="anchor" href="#how-does-a-mask-work-optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">How does a mask work? (optional, not included in timing)</h3>
 <div class="callout-content">
 <p>Now, consider the mask image we created above. The values of the mask
 that corresponds to the portion of the image we are interested in are
@@ -752,8 +745,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="masking-an-image-of-your-own-optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">Masking an image of your own (optional, not included in timing)<a class="anchor" aria-label="anchor" href="#masking-an-image-of-your-own-optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">Masking an image of your own (optional, not included in timing)</h3>
 <div class="callout-content">
 <p>Now, it is your turn to practice. Using your mobile phone, tablet,
 webcam, or digital camera, take an image of an object with a simple
@@ -806,8 +798,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="masking-a-96-well-plate-image-30-min" class="callout-inner">
-<h3 class="callout-title">Masking a 96-well plate image (30 min)<a class="anchor" aria-label="anchor" href="#masking-a-96-well-plate-image-30-min"></a>
-</h3>
+<h3 class="callout-title">Masking a 96-well plate image (30 min)</h3>
 <div class="callout-content">
 <p>Consider this image of a 96-well plate that has been scanned on a
 flatbed scanner.</p>
@@ -883,8 +874,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="masking-a-96-well-plate-image-take-two-optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">Masking a 96-well plate image, take two (optional, not included in timing)<a class="anchor" aria-label="anchor" href="#masking-a-96-well-plate-image-take-two-optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">Masking a 96-well plate image, take two (optional, not included in timing)</h3>
 <div class="callout-content">
 <p>If you spent some time looking at the contents of the
 <code>data/centers.txt</code> file from the previous challenge, you may
@@ -963,8 +953,7 @@ <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>We can use the NumPy <code>zeros()</code> function to create a
 blank, black image.</li>
@@ -1012,7 +1001,7 @@ <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">
@@ -1035,7 +1024,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/image-processing/instructor/04-drawing.html",
   "dateCreated": "2017-03-14",
   "dateModified": "2024-06-07",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/05-creating-histograms.html b/instructor/05-creating-histograms.html
index 94af1c69..ae2ad4bd 100644
--- a/instructor/05-creating-histograms.html
+++ b/instructor/05-creating-histograms.html
@@ -292,10 +292,10 @@ <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>
@@ -315,7 +315,7 @@ <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">
@@ -389,8 +389,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 <p>In this episode, we will learn how to use scikit-image functions to
 create and display histograms for images.</p>
-<section><h2 class="section-heading" id="first-import-the-packages-needed-for-this-episode">First, import the packages needed for this episode<a class="anchor" aria-label="anchor" href="#first-import-the-packages-needed-for-this-episode"></a>
-<a class="anchor" aria-label="anchor" href="#first-import-the-packages-needed-for-this-episode"></a></h2>
+<section><h2 class="section-heading" id="first-import-the-packages-needed-for-this-episode">First, import the packages needed for this episode<a class="anchor" aria-label="anchor" href="#first-import-the-packages-needed-for-this-episode"></a></h2>
 <hr class="half-width"><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>
 </h3>
@@ -402,8 +401,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb1-6"><a href="#cb1-6" tabindex="-1"></a></span>
 <span id="cb1-7"><a href="#cb1-7" tabindex="-1"></a><span class="op">%</span>matplotlib widget</span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="introduction-to-histograms">Introduction to Histograms<a class="anchor" aria-label="anchor" href="#introduction-to-histograms"></a>
-<a class="anchor" aria-label="anchor" href="#introduction-to-histograms"></a></h2>
+</section><section><h2 class="section-heading" id="introduction-to-histograms">Introduction to Histograms<a class="anchor" aria-label="anchor" href="#introduction-to-histograms"></a></h2>
 <hr class="half-width"><p>As it pertains to images, a <em>histogram</em> is a graphical
 representation showing how frequently various colour values occur in the
 image. We saw in <a href="02-image-basics.html">the <em>Image
@@ -412,8 +410,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 project involves detecting colour changes between images, histograms
 will prove to be very useful, and histograms are also quite handy as a
 preparatory step before performing <a href="07-thresholding.html">thresholding</a>.</p>
-</section><section><h2 class="section-heading" id="grayscale-histograms">Grayscale Histograms<a class="anchor" aria-label="anchor" href="#grayscale-histograms"></a>
-<a class="anchor" aria-label="anchor" href="#grayscale-histograms"></a></h2>
+</section><section><h2 class="section-heading" id="grayscale-histograms">Grayscale Histograms<a class="anchor" aria-label="anchor" href="#grayscale-histograms"></a></h2>
 <hr class="half-width"><p>We will start with grayscale images, and then move on to colour
 images. We will use this image of a plant seedling as an example: <img src="../data/plant-seedling.jpg" alt="Plant seedling" class="figure"></p>
 <p>Here we load the image in grayscale instead of full colour, and
@@ -487,8 +484,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="variable-length-argument-lists" class="callout-inner">
-<h3 class="callout-title">Variable-length argument lists<a class="anchor" aria-label="anchor" href="#variable-length-argument-lists"></a>
-</h3>
+<h3 class="callout-title">Variable-length argument lists</h3>
 <div class="callout-content">
 <p>Note that we cannot used named parameters for the
 <code>ax.set_xlim()</code> or <code>ax.plot()</code> functions. This is
@@ -511,8 +507,7 @@ <h3 class="callout-title">Variable-length argument lists<a class="anchor" aria-l
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="histograms-in-matplotlib" class="callout-inner">
-<h3 class="callout-title">Histograms in Matplotlib<a class="anchor" aria-label="anchor" href="#histograms-in-matplotlib"></a>
-</h3>
+<h3 class="callout-title">Histograms in Matplotlib</h3>
 <div class="callout-content">
 <p>Matplotlib provides a dedicated function to compute and display
 histograms: <code>ax.hist()</code>. We will not use it in this lesson in
@@ -532,8 +527,7 @@ <h3 class="callout-title">Histograms in Matplotlib<a class="anchor" aria-label="
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="using-a-mask-for-a-histogram-15-min" class="callout-inner">
-<h3 class="callout-title">Using a mask for a histogram (15 min)<a class="anchor" aria-label="anchor" href="#using-a-mask-for-a-histogram-15-min"></a>
-</h3>
+<h3 class="callout-title">Using a mask for a histogram (15 min)</h3>
 <div class="callout-content">
 <p>Looking at the histogram above, you will notice that there is a large
 number of very dark pixels, as indicated in the chart by the spike
@@ -556,7 +550,7 @@ <h3 class="callout-title">Using a mask for a histogram (15 min)<a class="anchor"
 <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="cb5">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -599,8 +593,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="colour-histograms">Colour Histograms<a class="anchor" aria-label="anchor" href="#colour-histograms"></a>
-<a class="anchor" aria-label="anchor" href="#colour-histograms"></a></h2>
+</section><section><h2 class="section-heading" id="colour-histograms">Colour Histograms<a class="anchor" aria-label="anchor" href="#colour-histograms"></a></h2>
 <hr class="half-width"><p>We can also create histograms for full colour images, in addition to
 grayscale histograms. We have seen colour histograms before, in <a href="02-image-basics.html">the <em>Image Basics</em> episode</a>. A
 program to create colour histograms starts in a familiar way:</p>
@@ -661,7 +654,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <div id="iterators-tuples-and-enumerate" class="callout-inner">
 <h3 class="callout-title">Iterators, tuples, and
-<code>enumerate()</code><a class="anchor" aria-label="anchor" href="#iterators-tuples-and-enumerate"></a>
+<code>enumerate()</code>
 </h3>
 <div class="callout-content">
 <p>In Python, an <em>iterator</em>, or an <em>iterable object</em>, is
@@ -717,8 +710,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="colour-histogram-with-a-mask-25-min" class="callout-inner">
-<h3 class="callout-title">Colour histogram with a mask (25 min)<a class="anchor" aria-label="anchor" href="#colour-histogram-with-a-mask-25-min"></a>
-</h3>
+<h3 class="callout-title">Colour histogram with a mask (25 min)</h3>
 <div class="callout-content">
 <p>We can also apply a mask to the images we apply the colour histogram
 process to, in the same way we did for grayscale histograms. Consider
@@ -754,7 +746,7 @@ <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="cb11">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -803,8 +795,7 @@ <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>In many cases, we can load images in grayscale by passing the
 <code>mode="L"</code> argument to the <code>iio.imread()</code>
@@ -859,7 +850,7 @@ <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">
@@ -882,7 +873,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/image-processing/instructor/05-creating-histograms.html",
   "dateCreated": "2017-03-14",
   "dateModified": "2024-03-14",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/06-blurring.html b/instructor/06-blurring.html
index a23d6cef..ac9daa56 100644
--- a/instructor/06-blurring.html
+++ b/instructor/06-blurring.html
@@ -291,10 +291,10 @@ <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>
@@ -314,7 +314,7 @@ <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">
@@ -404,8 +404,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="filters" class="callout-inner">
-<h3 class="callout-title">Filters<a class="anchor" aria-label="anchor" href="#filters"></a>
-</h3>
+<h3 class="callout-title">Filters</h3>
 <div class="callout-content">
 <p>In the day-to-day, macroscopic world, we have physical filters which
 separate out objects by size. A filter with small holes allows only
@@ -426,8 +425,7 @@ <h3 class="callout-title">Filters<a class="anchor" aria-label="anchor" href="#fi
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="blurring" class="callout-inner">
-<h3 class="callout-title">Blurring<a class="anchor" aria-label="anchor" href="#blurring"></a>
-</h3>
+<h3 class="callout-title">Blurring</h3>
 <div class="callout-content">
 <p>To blur is to make something less clear or distinct. This could be
 interpreted quite broadly in the context of image analysis - anything
@@ -443,8 +441,7 @@ <h3 class="callout-title">Blurring<a class="anchor" aria-label="anchor" href="#b
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="kernels" class="callout-inner">
-<h3 class="callout-title">Kernels<a class="anchor" aria-label="anchor" href="#kernels"></a>
-</h3>
+<h3 class="callout-title">Kernels</h3>
 <div class="callout-content">
 <p>A kernel can be used to implement a filter on an image. A kernel, in
 this context, is a small matrix which is combined with the image using a
@@ -457,8 +454,7 @@ <h3 class="callout-title">Kernels<a class="anchor" aria-label="anchor" href="#ke
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="gaussian-blur">Gaussian blur<a class="anchor" aria-label="anchor" href="#gaussian-blur"></a>
-<a class="anchor" aria-label="anchor" href="#gaussian-blur"></a></h2>
+<section><h2 class="section-heading" id="gaussian-blur">Gaussian blur<a class="anchor" aria-label="anchor" href="#gaussian-blur"></a></h2>
 <hr class="half-width"><p>Consider this image of a cat, in particular the area of the image
 outlined by the white square.</p>
 <figure><img src="../fig/cat.jpg" alt="Cat image" class="figure mx-auto d-block"></figure><p>Now, zoom in on the area of the cat’s eye, as shown in the left-hand
@@ -544,8 +540,7 @@ <h3 class="accordion-header" id="headingInstructor1">  <div class="note-square">
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="image-edges" class="callout-inner">
-<h3 class="callout-title">Image edges<a class="anchor" aria-label="anchor" href="#image-edges"></a>
-</h3>
+<h3 class="callout-title">Image edges</h3>
 <div class="callout-content">
 <p>Something different needs to happen for pixels near the outer limits
 of the image, since the kernel for the filter may be partially off the
@@ -680,8 +675,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb9-2"><a href="#cb9-2" tabindex="-1"></a>fig, ax <span class="op">=</span> plt.subplots()</span>
 <span id="cb9-3"><a href="#cb9-3" tabindex="-1"></a>ax.imshow(blurred)</span></code></pre>
 </div>
-<figure><img src="../fig/gaussian-blurred.png" alt="Blurred image" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="visualising-blurring">Visualising Blurring<a class="anchor" aria-label="anchor" href="#visualising-blurring"></a>
-<a class="anchor" aria-label="anchor" href="#visualising-blurring"></a></h2>
+<figure><img src="../fig/gaussian-blurred.png" alt="Blurred image" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="visualising-blurring">Visualising Blurring<a class="anchor" aria-label="anchor" href="#visualising-blurring"></a></h2>
 <hr class="half-width"><p>Somebody said once “an image is worth a thousand words”. What is
 actually happening to the image pixels when we apply blurring may be
 difficult to grasp. Let’s now visualise the effects of blurring from a
@@ -758,8 +752,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="d-plots-with-matplotlib" class="callout-inner">
-<h3 class="callout-title">3D Plots with matplotlib<a class="anchor" aria-label="anchor" href="#d-plots-with-matplotlib"></a>
-</h3>
+<h3 class="callout-title">3D Plots with matplotlib</h3>
 <div class="callout-content">
 <p>The code to generate these 3D plots is outside the scope of this
 lesson but can be viewed by following the links in the captions.</p>
@@ -780,8 +773,7 @@ <h3 class="callout-title">3D Plots with matplotlib<a class="anchor" aria-label="
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="experimenting-with-sigma-values-10-min" class="callout-inner">
-<h3 class="callout-title">Experimenting with sigma values (10 min)<a class="anchor" aria-label="anchor" href="#experimenting-with-sigma-values-10-min"></a>
-</h3>
+<h3 class="callout-title">Experimenting with sigma values (10 min)</h3>
 <div class="callout-content">
 <p>The size and shape of the kernel used to blur an image can have a
 significant effect on the result of the blurring and any downstream
@@ -817,8 +809,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="experimenting-with-kernel-shape-10-min---optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">Experimenting with kernel shape (10 min - optional, not included in timing)<a class="anchor" aria-label="anchor" href="#experimenting-with-kernel-shape-10-min---optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">Experimenting with kernel shape (10 min - optional, not included in timing)</h3>
 <div class="callout-content">
 <p>Now, what is the effect of applying an asymmetric kernel to blurring
 an image? Try running the code above with different sigmas in the ry and
@@ -859,8 +850,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="other-methods-of-blurring">Other methods of blurring<a class="anchor" aria-label="anchor" href="#other-methods-of-blurring"></a>
-<a class="anchor" aria-label="anchor" href="#other-methods-of-blurring"></a></h2>
+</section><section><h2 class="section-heading" id="other-methods-of-blurring">Other methods of blurring<a class="anchor" aria-label="anchor" href="#other-methods-of-blurring"></a></h2>
 <hr class="half-width"><p>The Gaussian blur is a way to apply a low-pass filter in
 scikit-image. It is often used to remove Gaussian (i.e., random) noise
 in an image. For other kinds of noise, e.g., “salt and pepper”, a median
@@ -872,8 +862,7 @@ <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>Applying a low-pass blurring filter smooths edges and removes noise
 from an image.</li>
@@ -922,7 +911,7 @@ <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">
@@ -945,7 +934,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/image-processing/instructor/06-blurring.html",
   "dateCreated": "2017-03-14",
   "dateModified": "2024-06-18",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/07-thresholding.html b/instructor/07-thresholding.html
index e8447192..b55ea9fb 100644
--- a/instructor/07-thresholding.html
+++ b/instructor/07-thresholding.html
@@ -292,10 +292,10 @@ <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>
@@ -315,7 +315,7 @@ <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">
@@ -409,8 +409,7 @@ <h3 class="card-title">Objectives</h3>
 functions to perform thresholding. Then, we will use the masks returned
 by these functions to select the parts of an image we are interested
 in.</p>
-<section><h2 class="section-heading" id="first-import-the-packages-needed-for-this-episode">First, import the packages needed for this episode<a class="anchor" aria-label="anchor" href="#first-import-the-packages-needed-for-this-episode"></a>
-<a class="anchor" aria-label="anchor" href="#first-import-the-packages-needed-for-this-episode"></a></h2>
+<section><h2 class="section-heading" id="first-import-the-packages-needed-for-this-episode">First, import the packages needed for this episode<a class="anchor" aria-label="anchor" href="#first-import-the-packages-needed-for-this-episode"></a></h2>
 <hr class="half-width"><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>
 </h3>
@@ -424,8 +423,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb1-8"><a href="#cb1-8" tabindex="-1"></a></span>
 <span id="cb1-9"><a href="#cb1-9" tabindex="-1"></a><span class="op">%</span>matplotlib widget</span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="simple-thresholding">Simple thresholding<a class="anchor" aria-label="anchor" href="#simple-thresholding"></a>
-<a class="anchor" aria-label="anchor" href="#simple-thresholding"></a></h2>
+</section><section><h2 class="section-heading" id="simple-thresholding">Simple thresholding<a class="anchor" aria-label="anchor" href="#simple-thresholding"></a></h2>
 <hr class="half-width"><p>Consider the image <code>data/shapes-01.jpg</code> with a series of
 crudely cut shapes set against a white background.</p>
 <div class="codewrapper sourceCode" id="cb2">
@@ -522,8 +520,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="what-makes-a-good-threshold" class="callout-inner">
-<h3 class="callout-title">What makes a good threshold?<a class="anchor" aria-label="anchor" href="#what-makes-a-good-threshold"></a>
-</h3>
+<h3 class="callout-title">What makes a good threshold?</h3>
 <div class="callout-content">
 <p>As is often the case, the answer to this question is “it depends”. In
 the example above, we could have just switched off all the white
@@ -566,8 +563,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="more-practice-with-simple-thresholding-15-min" class="callout-inner">
-<h3 class="callout-title">More practice with simple thresholding (15 min)<a class="anchor" aria-label="anchor" href="#more-practice-with-simple-thresholding-15-min"></a>
-</h3>
+<h3 class="callout-title">More practice with simple thresholding (15 min)</h3>
 <div class="callout-content">
 <p>Now, it is your turn to practice. Suppose we want to use simple
 thresholding to select only the coloured shapes (in this particular case
@@ -615,7 +611,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <div id="more-practice-with-simple-thresholding-15-min" class="callout-inner">
 <h3 class="callout-title">More practice with simple thresholding (15
-min)<em> (continued)</em><a class="anchor" aria-label="anchor" href="#more-practice-with-simple-thresholding-15-min"></a>
+min)<em> (continued)</em>
 </h3>
 <div class="callout-content">
 <p>Next, create a mask to turn the pixels above the threshold
@@ -663,8 +659,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="automatic-thresholding">Automatic thresholding<a class="anchor" aria-label="anchor" href="#automatic-thresholding"></a>
-<a class="anchor" aria-label="anchor" href="#automatic-thresholding"></a></h2>
+</section><section><h2 class="section-heading" id="automatic-thresholding">Automatic thresholding<a class="anchor" aria-label="anchor" href="#automatic-thresholding"></a></h2>
 <hr class="half-width"><p>The downside of the simple thresholding technique is that we have to
 make an educated guess about the threshold <code>t</code> by inspecting
 the histogram. There are also <em>automatic thresholding</em> methods
@@ -678,8 +673,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="denoising-an-image-before-thresholding" class="callout-inner">
-<h3 class="callout-title">Denoising an image before thresholding<a class="anchor" aria-label="anchor" href="#denoising-an-image-before-thresholding"></a>
-</h3>
+<h3 class="callout-title">Denoising an image before thresholding</h3>
 <div class="callout-content">
 <p>In practice, it is often necessary to denoise the image before
 thresholding, which can be done with one of the methods from <a href="06-blurring.html">the <em>Blurring Images</em> episode</a>.</p>
@@ -790,8 +784,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb15-5"><a href="#cb15-5" tabindex="-1"></a>fig, ax <span class="op">=</span> plt.subplots()</span>
 <span id="cb15-6"><a href="#cb15-6" tabindex="-1"></a>ax.imshow(selection)</span></code></pre>
 </div>
-<figure><img src="../fig/maize-root-cluster-selected.png" alt="Masked selection of the maize root system" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="application-measuring-root-mass">Application: measuring root mass<a class="anchor" aria-label="anchor" href="#application-measuring-root-mass"></a>
-<a class="anchor" aria-label="anchor" href="#application-measuring-root-mass"></a></h2>
+<figure><img src="../fig/maize-root-cluster-selected.png" alt="Masked selection of the maize root system" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="application-measuring-root-mass">Application: measuring root mass<a class="anchor" aria-label="anchor" href="#application-measuring-root-mass"></a></h2>
 <hr class="half-width"><p>Let us now turn to an application where we can apply thresholding and
 other techniques we have learned to this point. Consider these four
 maize root system images, which you can find in the files
@@ -913,8 +906,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="ignoring-more-of-the-images-brainstorming-10-min" class="callout-inner">
-<h3 class="callout-title">Ignoring more of the images – brainstorming (10 min)<a class="anchor" aria-label="anchor" href="#ignoring-more-of-the-images-brainstorming-10-min"></a>
-</h3>
+<h3 class="callout-title">Ignoring more of the images – brainstorming (10 min)</h3>
 <div class="callout-content">
 <p>Let us take a closer look at the binary masks produced by the
 <code>measure_root_mass</code> function.</p>
@@ -980,8 +972,7 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="ignoring-more-of-the-images-implementation-30-min---optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">Ignoring more of the images – implementation (30 min - optional, not included in timing)<a class="anchor" aria-label="anchor" href="#ignoring-more-of-the-images-implementation-30-min---optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">Ignoring more of the images – implementation (30 min - optional, not included in timing)</h3>
 <div class="callout-content">
 <p>Implement an enhanced version of the function
 <code>measure_root_mass</code> that applies simple binary thresholding
@@ -1092,8 +1083,7 @@ <h3 class="accordion-header" id="headingSpoiler1">  <div class="note-square"><i
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="thresholding-a-bacteria-colony-image-15-min" class="callout-inner">
-<h3 class="callout-title">Thresholding a bacteria colony image (15 min)<a class="anchor" aria-label="anchor" href="#thresholding-a-bacteria-colony-image-15-min"></a>
-</h3>
+<h3 class="callout-title">Thresholding a bacteria colony image (15 min)</h3>
 <div class="callout-content">
 <p>In the images directory <code>data/</code>, you will find an image
 named <code>colonies-01.tif</code>.</p>
@@ -1156,8 +1146,7 @@ <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>Thresholding produces a binary image, where all pixels with
 intensities above (or below) a threshold value are turned on, while all
@@ -1208,7 +1197,7 @@ <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">
@@ -1231,7 +1220,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/image-processing/instructor/07-thresholding.html",
   "dateCreated": "2017-03-14",
   "dateModified": "2024-03-12",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/08-connected-components.html b/instructor/08-connected-components.html
index 8a7dd480..e9b4a6a0 100644
--- a/instructor/08-connected-components.html
+++ b/instructor/08-connected-components.html
@@ -292,10 +292,10 @@ <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>
@@ -315,7 +315,7 @@ <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">
@@ -388,8 +388,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="objects">Objects<a class="anchor" aria-label="anchor" href="#objects"></a>
-<a class="anchor" aria-label="anchor" href="#objects"></a></h2>
+<section><h2 class="section-heading" id="objects">Objects<a class="anchor" aria-label="anchor" href="#objects"></a></h2>
 <hr class="half-width"><p>In <a href="07-thresholding.html">the <em>Thresholding</em>
 episode</a> we have covered dividing an image into foreground and
 background pixels. In the shapes example image, we considered the
@@ -406,8 +405,7 @@ <h3 class="card-title">Objectives</h3>
 <!-- TODO: Group exercise: given sheep of paper with grids of 0's and
 1's, how to identify which pixels belong to an object, find a rule for
 each pixel to determine in which object it is -->
-</section><section><h2 class="section-heading" id="pixel-neighborhoods">Pixel Neighborhoods<a class="anchor" aria-label="anchor" href="#pixel-neighborhoods"></a>
-<a class="anchor" aria-label="anchor" href="#pixel-neighborhoods"></a></h2>
+</section><section><h2 class="section-heading" id="pixel-neighborhoods">Pixel Neighborhoods<a class="anchor" aria-label="anchor" href="#pixel-neighborhoods"></a></h2>
 <hr class="half-width"><p>In order to decide which pixels belong to the same object, one can
 exploit their neighborhood: pixels that are directly next to each other
 and belong to the foreground class can be considered to belong to the
@@ -504,8 +502,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="object-counting-optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">Object counting (optional, not included in timing)<a class="anchor" aria-label="anchor" href="#object-counting-optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">Object counting (optional, not included in timing)</h3>
 <div class="callout-content">
 <p>How many objects with 1 orthogonal jump, how many with 2 orthogonal
 jumps?</p>
@@ -531,7 +528,7 @@ <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" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <ol start="2" style="list-style-type: lower-alpha"><li>5</li>
 </ol></div>
@@ -544,7 +541,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </div>
 <div id="object-counting-optional-not-included-in-timing" class="callout-inner">
 <h3 class="callout-title">Object counting (optional, not included in
-timing)<em> (continued)</em><a class="anchor" aria-label="anchor" href="#object-counting-optional-not-included-in-timing"></a>
+timing)<em> (continued)</em>
 </h3>
 <div class="callout-content">
 <p>2 jumps</p>
@@ -559,7 +556,7 @@ <h3 class="callout-title">Object counting (optional, not included in
 <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">
 <ol style="list-style-type: lower-alpha"><li>2</li>
 </ol></div>
@@ -571,8 +568,7 @@ <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="jumps-and-neighborhoods" class="callout-inner">
-<h3 class="callout-title">Jumps and neighborhoods<a class="anchor" aria-label="anchor" href="#jumps-and-neighborhoods"></a>
-</h3>
+<h3 class="callout-title">Jumps and neighborhoods</h3>
 <div class="callout-content">
 <p>We have just introduced how you can reach different neighboring
 pixels by performing one or more orthogonal jumps. We have used the
@@ -585,8 +581,7 @@ <h3 class="callout-title">Jumps and neighborhoods<a class="anchor" aria-label="a
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="connected-component-analysis">Connected Component Analysis<a class="anchor" aria-label="anchor" href="#connected-component-analysis"></a>
-<a class="anchor" aria-label="anchor" href="#connected-component-analysis"></a></h2>
+</section><section><h2 class="section-heading" id="connected-component-analysis">Connected Component Analysis<a class="anchor" aria-label="anchor" href="#connected-component-analysis"></a></h2>
 <hr class="half-width"><p>In order to find the objects in an image, we want to employ an
 operation that is called Connected Component Analysis (CCA). This
 operation takes a binary image as an input. Usually, the
@@ -650,8 +645,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="optional-parameters-and-return-values" class="callout-inner">
-<h3 class="callout-title">Optional parameters and return values<a class="anchor" aria-label="anchor" href="#optional-parameters-and-return-values"></a>
-</h3>
+<h3 class="callout-title">Optional parameters and return values</h3>
 <div class="callout-content">
 <p>The optional parameter <code>return_num</code> changes the data type
 that is returned by the function <code>ski.measure.label</code>. The
@@ -700,7 +694,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button spoiler-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSpoiler1" aria-expanded="false" aria-controls="collapseSpoiler1">
   <h3 class="accordion-header" id="headingSpoiler1">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div> Do you see an empty image? </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">
 <p>If you are using an older version of Matplotlib you might get a
 warning
@@ -756,8 +750,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="suppressing-outputs-in-jupyter-notebooks" class="callout-inner">
-<h3 class="callout-title">Suppressing outputs in Jupyter Notebooks<a class="anchor" aria-label="anchor" href="#suppressing-outputs-in-jupyter-notebooks"></a>
-</h3>
+<h3 class="callout-title">Suppressing outputs in Jupyter Notebooks</h3>
 <div class="callout-content">
 <p>We just used <code>ax.set_axis_off();</code> to hide the axis from
 the image for a visually cleaner figure. The semicolon is added to
@@ -788,8 +781,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="how-many-objects-are-in-that-image-15-min" class="callout-inner">
-<h3 class="callout-title">How many objects are in that image (15 min)<a class="anchor" aria-label="anchor" href="#how-many-objects-are-in-that-image-15-min"></a>
-</h3>
+<h3 class="callout-title">How many objects are in that image (15 min)</h3>
 <div class="callout-content">
 <p>Now, it is your turn to practice. Using the function
 <code>connected_components</code>, find two ways of printing out the
@@ -805,7 +797,7 @@ <h3 class="callout-title">How many objects are in that image (15 min)<a class="a
 <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">
 <p>As you might have guessed, the return value <code>count</code>
 already contains the number of objects found in the image. So it can
@@ -862,8 +854,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 some of the foreground objects get broken up or disappear completely.
 Therefore, we need other criteria to describe desired properties of the
 objects that are found.</p>
-</section><section><h2 class="section-heading" id="morphometrics---describe-object-features-with-numbers">Morphometrics - Describe object features with numbers<a class="anchor" aria-label="anchor" href="#morphometrics---describe-object-features-with-numbers"></a>
-<a class="anchor" aria-label="anchor" href="#morphometrics---describe-object-features-with-numbers"></a></h2>
+</section><section><h2 class="section-heading" id="morphometrics---describe-object-features-with-numbers">Morphometrics - Describe object features with numbers<a class="anchor" aria-label="anchor" href="#morphometrics---describe-object-features-with-numbers"></a></h2>
 <hr class="half-width"><p>Morphometrics is concerned with the quantitative analysis of objects
 and considers properties such as size and shape. For the example of the
 images with the shapes, our intuition tells us that the objects should
@@ -901,8 +892,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="plot-a-histogram-of-the-object-area-distribution-10-min" class="callout-inner">
-<h3 class="callout-title">Plot a histogram of the object area distribution (10 min)<a class="anchor" aria-label="anchor" href="#plot-a-histogram-of-the-object-area-distribution-10-min"></a>
-</h3>
+<h3 class="callout-title">Plot a histogram of the object area distribution (10 min)</h3>
 <div class="callout-content">
 <p>Similar to how we determined a “good” threshold in <a href="07-thresholding.html">the <em>Thresholding</em> episode</a>, it is
 often helpful to inspect the histogram of an object property. For
@@ -918,7 +908,7 @@ <h3 class="callout-title">Plot a histogram of the object area distribution (10 m
 <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">
 <p>The histogram can be plotted with</p>
 <div class="codewrapper sourceCode" id="cb22">
@@ -957,8 +947,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="filter-objects-by-area-10-min" class="callout-inner">
-<h3 class="callout-title">Filter objects by area (10 min)<a class="anchor" aria-label="anchor" href="#filter-objects-by-area-10-min"></a>
-</h3>
+<h3 class="callout-title">Filter objects by area (10 min)</h3>
 <div class="callout-content">
 <p>Now we would like to use a minimum area criterion to obtain a more
 accurate count of the objects in the image.</p>
@@ -972,7 +961,7 @@ <h3 class="callout-title">Filter objects by area (10 min)<a class="anchor" aria-
 <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">
 <p>One way to count only objects above a certain area is to first create
 a list of those objects, and then take the length of that list as the
@@ -1031,8 +1020,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="using-functions-from-numpy-and-other-python-packages" class="callout-inner">
-<h3 class="callout-title">Using functions from NumPy and other Python packages<a class="anchor" aria-label="anchor" href="#using-functions-from-numpy-and-other-python-packages"></a>
-</h3>
+<h3 class="callout-title">Using functions from NumPy and other Python packages</h3>
 <div class="callout-content">
 <p>Functions from Python packages such as NumPy are often more efficient
 and require less code to write. It is a good idea to browse the
@@ -1046,8 +1034,7 @@ <h3 class="callout-title">Using functions from NumPy and other Python packages<a
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="remove-small-objects-20-min" class="callout-inner">
-<h3 class="callout-title">Remove small objects (20 min)<a class="anchor" aria-label="anchor" href="#remove-small-objects-20-min"></a>
-</h3>
+<h3 class="callout-title">Remove small objects (20 min)</h3>
 <div class="callout-content">
 <p>We might also want to exclude (mask) the small objects when plotting
 the labeled image.</p>
@@ -1062,7 +1049,7 @@ <h3 class="callout-title">Remove small objects (20 min)<a class="anchor" aria-la
 <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" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
 <div class="accordion-body">
 <p>To remove the small objects from the labeled image, we change the
 value of all pixels that belong to the small objects to the background
@@ -1153,8 +1140,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="colour-objects-by-area-optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">Colour objects by area (optional, not included in timing)<a class="anchor" aria-label="anchor" href="#colour-objects-by-area-optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">Colour objects by area (optional, not included in timing)</h3>
 <div class="callout-content">
 <p>Finally, we would like to display the image with the objects coloured
 according to the magnitude of their area. In practice, this can be used
@@ -1167,7 +1153,7 @@ <h3 class="callout-title">Colour objects by area (optional, not included in timi
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution7" aria-expanded="false" aria-controls="collapseSolution7">
   <h4 class="accordion-header" id="headingSolution7"> Show me the solution </h4>
 </button>
-<div id="collapseSolution7" class="accordion-collapse collapse" data-bs-parent="#accordionSolution7" aria-labelledby="headingSolution7">
+<div id="collapseSolution7" class="accordion-collapse collapse" aria-labelledby="headingSolution7" data-bs-parent="#accordionSolution7">
 <div class="accordion-body">
 <p>We already know how to get the areas of the objects from the
 <code>regionprops</code>. We just need to insert a zero area value for
@@ -1198,8 +1184,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Callout<a class="anchor" aria-label="anchor" href="#callout5"></a>
-</h3>
+<h3 class="callout-title">Callout</h3>
 <div class="callout-content">
 <p>You may have noticed that in the solution, we have used the
 <code>labeled_image</code> to index the array <code>object_areas</code>.
@@ -1227,8 +1212,7 @@ <h3 class="callout-title">Callout<a class="anchor" aria-label="anchor" href="#ca
 <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>We can use <code>ski.measure.label</code> to find and label
 connected objects in an image.</li>
@@ -1277,7 +1261,7 @@ <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">
@@ -1300,7 +1284,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/image-processing/instructor/08-connected-components.html",
   "dateCreated": "2017-03-14",
   "dateModified": "2024-03-12",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/09-challenges.html b/instructor/09-challenges.html
index 3a90fa48..92bdc23b 100644
--- a/instructor/09-challenges.html
+++ b/instructor/09-challenges.html
@@ -289,10 +289,10 @@ <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>
@@ -312,7 +312,7 @@ <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">
@@ -384,8 +384,7 @@ <h3 class="card-title">Objectives</h3>
 attempt, based on all the skills you have acquired so far. This
 challenge will be related to the shape of objects in images
 (<em>morphometrics</em>).</p>
-<section><h2 class="section-heading" id="morphometrics-bacteria-colony-counting">Morphometrics: Bacteria Colony Counting<a class="anchor" aria-label="anchor" href="#morphometrics-bacteria-colony-counting"></a>
-<a class="anchor" aria-label="anchor" href="#morphometrics-bacteria-colony-counting"></a></h2>
+<section><h2 class="section-heading" id="morphometrics-bacteria-colony-counting">Morphometrics: Bacteria Colony Counting<a class="anchor" aria-label="anchor" href="#morphometrics-bacteria-colony-counting"></a></h2>
 <hr class="half-width"><p>As mentioned in <a href="01-introduction.html">the workshop
 introduction</a>, your morphometric challenge is to determine how many
 bacteria colonies are in each of these images:</p>
@@ -397,8 +396,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="morphometrics-for-bacterial-colonies" class="callout-inner">
-<h3 class="callout-title">Morphometrics for bacterial colonies<a class="anchor" aria-label="anchor" href="#morphometrics-for-bacterial-colonies"></a>
-</h3>
+<h3 class="callout-title">Morphometrics for bacterial colonies</h3>
 <div class="callout-content">
 <p>Write a Python program that uses scikit-image to count the number of
 bacteria colonies in each image, and for each, produce a new image that
@@ -415,7 +413,7 @@ <h3 class="callout-title">Morphometrics for bacterial colonies<a class="anchor"
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>First, let’s work through the process for one image:</p>
 <div class="codewrapper sourceCode" id="cb1">
@@ -544,8 +542,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="colony-counting-with-minimum-size-and-automated-threshold-optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">Colony counting with minimum size and automated threshold (optional, not included in timing)<a class="anchor" aria-label="anchor" href="#colony-counting-with-minimum-size-and-automated-threshold-optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">Colony counting with minimum size and automated threshold (optional, not included in timing)</h3>
 <div class="callout-content">
 <p>Modify your function from the previous exercise for colony counting
 to (i) exclude objects smaller than a specified size and (ii) use an
@@ -558,7 +555,7 @@ <h3 class="callout-title">Colony counting with minimum size and automated thresh
 <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>Here is a modified function with the requested features. Note when
 calculating the Otsu threshold we don’t include the very bright pixels
@@ -599,8 +596,7 @@ <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>Using thresholding, connected component analysis and other tools we
 can automatically segment images of bacterial colonies.</li>
@@ -645,7 +641,7 @@ <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 -->
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@@ -668,7 +664,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/image-processing/instructor/09-challenges.html",
   "dateCreated": "2017-03-14",
   "dateModified": "2024-03-12",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/404.html b/instructor/404.html
index 901c83b5..bc0c6c2f 100644
--- a/instructor/404.html
+++ b/instructor/404.html
@@ -301,10 +301,10 @@ <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>
@@ -327,7 +327,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="https://datacarpentry.github.io/image-processing/instructor/aio.html" class="external-link">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="https://datacarpentry.github.io/image-processing/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">
@@ -344,8 +344,7 @@ <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
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 <ol style="list-style-type: decimal"><li>try going back to the <a href="javascript:history.back()">previous
@@ -380,7 +379,7 @@ <h1>Page not found</h1>
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-        <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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@@ -402,8 +401,8 @@ <h1>Page not found</h1>
   "url": "https://datacarpentry.github.io/image-processing/instructor/404.html",
   "identifier": "https://datacarpentry.github.io/image-processing/instructor/404.html",
   "dateCreated": "2017-03-14",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
+  "dateModified": "2024-08-27",
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index ae92e4ca..64d2fdbf 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
@@ -278,10 +278,10 @@ <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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@@ -301,7 +301,7 @@ <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">
@@ -391,7 +391,7 @@ <h1>Contributor Code of Conduct</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
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-        <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 -->
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@@ -414,7 +414,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://datacarpentry.github.io/image-processing/instructor/CODE_OF_CONDUCT.html",
   "dateCreated": "2017-03-14",
   "dateModified": "2023-04-25",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index 00819753..3bd53b75 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -278,10 +278,10 @@ <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>
@@ -301,7 +301,7 @@ <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">
@@ -346,8 +346,7 @@ <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
@@ -380,8 +379,7 @@ <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>
@@ -401,8 +399,7 @@ <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>
@@ -442,7 +439,7 @@ <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>
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 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -465,7 +462,7 @@ <h1>Licenses</h1>
   "identifier": "https://datacarpentry.github.io/image-processing/instructor/LICENSE.html",
   "dateCreated": "2017-03-14",
   "dateModified": "2023-04-25",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/aio.html b/instructor/aio.html
index 8d007236..47f8e5c2 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -348,10 +348,10 @@ <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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                 </h2>
@@ -377,7 +377,7 @@ <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>
 
 
@@ -455,7 +455,6 @@ <h3 class="card-title">Objectives</h3>
 Python code can be a powerful instrument in answering many different
 kinds of questions.</p>
 <section><h2 class="section-heading" id="uses-of-image-processing-in-research">Uses of Image Processing in Research<a class="anchor" aria-label="anchor" href="#uses-of-image-processing-in-research"></a>
-<a class="anchor" aria-label="anchor" href="#uses-of-image-processing-in-research"></a>
 </h2>
 <hr class="half-width">
 <p>Automated processing can be used to analyse many different properties
@@ -481,7 +480,6 @@ <h3 class="card-title">Objectives</h3>
 of image processing technique, <em>morphometrics</em>, but what you will
 learn can be used to solve a much wider range of problems.</p>
 </section><section><h2 class="section-heading" id="morphometrics">Morphometrics<a class="anchor" aria-label="anchor" href="#morphometrics"></a>
-<a class="anchor" aria-label="anchor" href="#morphometrics"></a>
 </h2>
 <hr class="half-width">
 <p>Morphometrics involves counting the number of objects in an image,
@@ -497,8 +495,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="why-write-a-program-to-do-that" class="callout-inner">
-<h3 class="callout-title">Why write a program to do that?<a class="anchor" aria-label="anchor" href="#why-write-a-program-to-do-that"></a>
-</h3>
+<h3 class="callout-title">Why write a program to do that?</h3>
 <div class="callout-content">
 <p>Note that you can easily manually count the number of bacteria
 colonies shown in the morphometric example above. Why should we learn
@@ -537,8 +534,7 @@ <h3 class="callout-title">Why write a program to do that?<a class="anchor" aria-
 <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>Simple Python and scikit-image techniques can be used to solve
@@ -608,8 +604,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Callout<a class="anchor" aria-label="anchor" href="#callout1"></a>
-</h3>
+<h3 class="callout-title">Callout</h3>
 <div class="callout-content">
 <p>Feel free to make use of the <a href=".././files/cheatsheet.html">available cheat-sheet</a> as a guide for
 the rest of the course material. View it online, share it, or print the
@@ -618,7 +613,6 @@ <h3 class="callout-title">Callout<a class="anchor" aria-label="anchor" href="#ca
 </div>
 </div>
 <section><h2 class="section-heading" id="pixels">Pixels<a class="anchor" aria-label="anchor" href="#pixels"></a>
-<a class="anchor" aria-label="anchor" href="#pixels"></a>
 </h2>
 <hr class="half-width">
 <p>It is important to realise that images are stored as rectangular
@@ -643,8 +637,7 @@ <h3 class="callout-title">Callout<a class="anchor" aria-label="anchor" href="#ca
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="matrices-arrays-images-and-pixels" class="callout-inner">
-<h3 class="callout-title">Matrices, arrays, images and pixels<a class="anchor" aria-label="anchor" href="#matrices-arrays-images-and-pixels"></a>
-</h3>
+<h3 class="callout-title">Matrices, arrays, images and pixels</h3>
 <div class="callout-content">
 <p>A <strong>matrix</strong> is a mathematical concept - numbers evenly
 arranged in a rectangle. This can be a two-dimensional rectangle, like
@@ -664,7 +657,6 @@ <h3 class="callout-title">Matrices, arrays, images and pixels<a class="anchor" a
 </div>
 </div>
 </section><section><h2 class="section-heading" id="loading-images">Loading images<a class="anchor" aria-label="anchor" href="#loading-images"></a>
-<a class="anchor" aria-label="anchor" href="#loading-images"></a>
 </h2>
 <hr class="half-width">
 <p>As noted, images we want to analyze (process) with Python are loaded
@@ -704,8 +696,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <div id="why-not-use-skimage.io.imread" class="callout-inner">
 <h3 class="callout-title">Why not use
-<code>skimage.io.imread()</code>?<a class="anchor" aria-label="anchor" href="#why-not-use-skimage.io.imread"></a>
-</h3>
+<code>skimage.io.imread()</code>?</h3>
 <div class="callout-content">
 <p>The scikit-image library has its own function to read an image, so
 you might be asking why we don’t use it here. Actually,
@@ -723,8 +714,7 @@ <h3 class="callout-title">Why not use
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="beyond-numpy-arrays" class="callout-inner">
-<h3 class="callout-title">Beyond NumPy arrays<a class="anchor" aria-label="anchor" href="#beyond-numpy-arrays"></a>
-</h3>
+<h3 class="callout-title">Beyond NumPy arrays</h3>
 <div class="callout-content">
 <p>Beyond NumPy arrays, there exist other types of variables which are
 array-like. Notably, <a href="https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.html" class="external-link">pandas.DataFrame</a>
@@ -743,7 +733,6 @@ <h3 class="callout-title">Beyond NumPy arrays<a class="anchor" aria-label="ancho
 </div>
 </div>
 </section><section><h2 class="section-heading" id="working-with-pixels">Working with pixels<a class="anchor" aria-label="anchor" href="#working-with-pixels"></a>
-<a class="anchor" aria-label="anchor" href="#working-with-pixels"></a>
 </h2>
 <hr class="half-width">
 <p>First, let us add the necessary imports:</p>
@@ -762,8 +751,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="import-statements-in-python" class="callout-inner">
-<h3 class="callout-title">Import statements in Python<a class="anchor" aria-label="anchor" href="#import-statements-in-python"></a>
-</h3>
+<h3 class="callout-title">Import statements in Python</h3>
 <div class="callout-content">
 <p>In Python, the <code>import</code> statement is used to load
 additional functionality into a program. This is necessary when we want
@@ -910,8 +898,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="coordinate-system" class="callout-inner">
-<h3 class="callout-title">Coordinate system<a class="anchor" aria-label="anchor" href="#coordinate-system"></a>
-</h3>
+<h3 class="callout-title">Coordinate system</h3>
 <div class="callout-content">
 <p>When we process images, we can access, examine, and / or change the
 colour of any pixel we wish. To do this, we need some convention on how
@@ -946,8 +933,7 @@ <h3 class="callout-title">Coordinate system<a class="anchor" aria-label="anchor"
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="changing-pixel-values-5-min" class="callout-inner">
-<h3 class="callout-title">Changing Pixel Values (5 min)<a class="anchor" aria-label="anchor" href="#changing-pixel-values-5-min"></a>
-</h3>
+<h3 class="callout-title">Changing Pixel Values (5 min)</h3>
 <div class="callout-content">
 <p>Load another copy of eight named five, and then change the value of
 pixels so you have what looks like a 5 instead of an 8. Display the
@@ -988,7 +974,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </section><section><h2 class="section-heading" id="more-colours">More colours<a class="anchor" aria-label="anchor" href="#more-colours"></a>
-<a class="anchor" aria-label="anchor" href="#more-colours"></a>
 </h2>
 <hr class="half-width">
 <p>Up to now, we only had a 2 colour matrix, but we can have more if we
@@ -1045,7 +1030,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 and correspondingly this channel is referred to as the luminance
 channel.</p>
 </section><section><h2 class="section-heading" id="even-more-colours">Even more colours<a class="anchor" aria-label="anchor" href="#even-more-colours"></a>
-<a class="anchor" aria-label="anchor" href="#even-more-colours"></a>
 </h2>
 <hr class="half-width">
 <p>This is all well and good at this scale, but what happens when we
@@ -1153,7 +1137,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 blue light of those squares is being diluted by the relative strength of
 red and green being mixed in with them.</p>
 </section><section><h2 class="section-heading" id="bit-rgb-colour">24-bit RGB colour<a class="anchor" aria-label="anchor" href="#bit-rgb-colour"></a>
-<a class="anchor" aria-label="anchor" href="#bit-rgb-colour"></a>
 </h2>
 <hr class="half-width">
 <p>This last colour model we used, known as the <em>RGB (Red, Green,
@@ -1177,8 +1160,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="thinking-about-rgb-colours-5-min" class="callout-inner">
-<h3 class="callout-title">Thinking about RGB colours (5 min)<a class="anchor" aria-label="anchor" href="#thinking-about-rgb-colours-5-min"></a>
-</h3>
+<h3 class="callout-title">Thinking about RGB colours (5 min)</h3>
 <div class="callout-content">
 <p>Suppose that we represent colours as triples (r, g, b), where each of
 r, g, and b is an integer in [0, 255]. What colours are represented by
@@ -1233,8 +1215,7 @@ <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="rgb-colour-table-optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">RGB colour table (optional, not included in timing)<a class="anchor" aria-label="anchor" href="#rgb-colour-table-optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">RGB colour table (optional, not included in timing)</h3>
 <div class="callout-content">
 <figure><img src="../fig/colour-table.png" alt="RGB colour table" class="figure mx-auto d-block"></figure><p>We cannot really provide a complete table. To see why, answer this
 question: How many possible colours can be represented with the 24-bit
@@ -1276,7 +1257,6 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 where the colour is specified by a 24-bit RGB triplet. Such an image is
 an example of <em>raster graphics</em>.</p>
 </section><section><h2 class="section-heading" id="image-formats">Image formats<a class="anchor" aria-label="anchor" href="#image-formats"></a>
-<a class="anchor" aria-label="anchor" href="#image-formats"></a>
 </h2>
 <hr class="half-width">
 <p>Although the images we will manipulate in our programs are
@@ -1305,7 +1285,6 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </tr>
 </tbody>
 </table></section><section><h2 class="section-heading" id="bmp">BMP<a class="anchor" aria-label="anchor" href="#bmp"></a>
-<a class="anchor" aria-label="anchor" href="#bmp"></a>
 </h2>
 <hr class="half-width">
 <p>The file format that comes closest to our preceding conceptualisation
@@ -1329,7 +1308,6 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 compressed images. Since compression is important to us, we should take
 a brief detour and discuss the concept.</p>
 </section><section><h2 class="section-heading" id="image-compression">Image compression<a class="anchor" aria-label="anchor" href="#image-compression"></a>
-<a class="anchor" aria-label="anchor" href="#image-compression"></a>
 </h2>
 <hr class="half-width">
 <p>Before discussing additional formats, familiarity with image
@@ -1342,8 +1320,7 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="bits-and-bytes" class="callout-inner">
-<h3 class="callout-title">Bits and bytes<a class="anchor" aria-label="anchor" href="#bits-and-bytes"></a>
-</h3>
+<h3 class="callout-title">Bits and bytes</h3>
 <div class="callout-content">
 <p>Before we talk specifically about images, we first need to understand
 how numbers are stored in a modern digital computer. When we think of a
@@ -1410,8 +1387,7 @@ <h3 class="callout-title">Bits and bytes<a class="anchor" aria-label="anchor" hr
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="bmp-image-size-optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">BMP image size (optional, not included in timing)<a class="anchor" aria-label="anchor" href="#bmp-image-size-optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">BMP image size (optional, not included in timing)</h3>
 <div class="callout-content">
 <p>Imagine that we have a fairly large, but very boring image: a 5,000 ×
 5,000 pixel image composed of nothing but white pixels. If we used an
@@ -1490,7 +1466,6 @@ <h3 id="lossy-compression">Lossy compression<a class="anchor" aria-label="anchor
 way to reconstruct the original image in a byte-by-byte manner.</p>
 </div>
 </section><section><h2 class="section-heading" id="jpeg">JPEG<a class="anchor" aria-label="anchor" href="#jpeg"></a>
-<a class="anchor" aria-label="anchor" href="#jpeg"></a>
 </h2>
 <hr class="half-width">
 <p>JPEG images are perhaps the most commonly encountered digital images
@@ -1503,8 +1478,7 @@ <h3 id="lossy-compression">Lossy compression<a class="anchor" aria-label="anchor
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="examining-actual-image-sizes-optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">Examining actual image sizes (optional, not included in timing)<a class="anchor" aria-label="anchor" href="#examining-actual-image-sizes-optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">Examining actual image sizes (optional, not included in timing)</h3>
 <div class="callout-content">
 <p>Let us see the effects of image compression on image size with actual
 images. The following script creates a square white image 5000 x 5000
@@ -1546,8 +1520,7 @@ <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="comparing-lossless-versus-lossy-compression-optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">Comparing lossless versus lossy compression (optional, not included in timing)<a class="anchor" aria-label="anchor" href="#comparing-lossless-versus-lossy-compression-optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">Comparing lossless versus lossy compression (optional, not included in timing)</h3>
 <div class="callout-content">
 <p>Let us see a hands-on example of lossless versus lossy compression.
 Open a terminal (or Windows PowerShell) and navigate to the
@@ -1625,7 +1598,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 to your system before you use them, you may wish to use a compressed
 image format to speed up file transfer time.</p>
 </section><section><h2 class="section-heading" id="png">PNG<a class="anchor" aria-label="anchor" href="#png"></a>
-<a class="anchor" aria-label="anchor" href="#png"></a>
 </h2>
 <hr class="half-width">
 <p>PNG images are well suited for storing diagrams. It uses a lossless
@@ -1637,7 +1609,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 increase the compressability of the data. The filtered data is then
 compressed in the next step and written out to the disk.</p>
 </section><section><h2 class="section-heading" id="tiff">TIFF<a class="anchor" aria-label="anchor" href="#tiff"></a>
-<a class="anchor" aria-label="anchor" href="#tiff"></a>
 </h2>
 <hr class="half-width">
 <p>TIFF images are popular with publishers, graphics designers, and
@@ -1648,7 +1619,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 of images in the uncompressed version of the format) is that they are
 not universally readable by image viewing and manipulation software.</p>
 </section><section><h2 class="section-heading" id="metadata">Metadata<a class="anchor" aria-label="anchor" href="#metadata"></a>
-<a class="anchor" aria-label="anchor" href="#metadata"></a>
 </h2>
 <hr class="half-width">
 <p>JPEG and TIFF images support the inclusion of <em>metadata</em> in
@@ -1671,8 +1641,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="accessing-metadata" class="callout-inner">
-<h3 class="callout-title">Accessing Metadata<a class="anchor" aria-label="anchor" href="#accessing-metadata"></a>
-</h3>
+<h3 class="callout-title">Accessing Metadata</h3>
 <div class="callout-content">
 <p><code>imageio.v3</code> provides a way to display or explore the
 metadata associated with an image. Metadata is served independently from
@@ -1715,7 +1684,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </section><section><h2 class="section-heading" id="summary-of-image-formats-used-in-this-lesson">Summary of image formats used in this lesson<a class="anchor" aria-label="anchor" href="#summary-of-image-formats-used-in-this-lesson"></a>
-<a class="anchor" aria-label="anchor" href="#summary-of-image-formats-used-in-this-lesson"></a>
 </h2>
 <hr class="half-width">
 <p>The following table summarises the characteristics of the BMP, JPEG,
@@ -1772,8 +1740,7 @@ <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>Digital images are represented as rectangular arrays of square
@@ -1847,7 +1814,6 @@ <h3 class="card-title">Objectives</h3>
 software. In this episode we will learn some more methods for accessing
 and changing digital images.</p>
 <section><h2 class="section-heading" id="first-import-the-packages-needed-for-this-episode">First, import the packages needed for this episode<a class="anchor" aria-label="anchor" href="#first-import-the-packages-needed-for-this-episode"></a>
-<a class="anchor" aria-label="anchor" href="#first-import-the-packages-needed-for-this-episode"></a>
 </h2>
 <hr class="half-width">
 <div class="codewrapper sourceCode" id="cb1">
@@ -1862,7 +1828,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb1-7"><a href="#cb1-7" tabindex="-1"></a><span class="op">%</span>matplotlib widget</span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="reading-displaying-and-saving-images">Reading, displaying, and saving images<a class="anchor" aria-label="anchor" href="#reading-displaying-and-saving-images"></a>
-<a class="anchor" aria-label="anchor" href="#reading-displaying-and-saving-images"></a>
 </h2>
 <hr class="half-width">
 <p>Imageio provides intuitive functions for reading and writing (saving)
@@ -1914,8 +1879,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="metadata-revisited" class="callout-inner">
-<h3 class="callout-title">Metadata, revisited<a class="anchor" aria-label="anchor" href="#metadata-revisited"></a>
-</h3>
+<h3 class="callout-title">Metadata, revisited</h3>
 <div class="callout-content">
 <p>Remember, as mentioned in the previous section, <em>images saved with
 <code>imwrite()</code> will not retain all metadata associated with the
@@ -1930,8 +1894,7 @@ <h3 class="callout-title">Metadata, revisited<a class="anchor" aria-label="ancho
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="extensions-do-not-always-dictate-file-type" class="callout-inner">
-<h3 class="callout-title">Extensions do not always dictate file type<a class="anchor" aria-label="anchor" href="#extensions-do-not-always-dictate-file-type"></a>
-</h3>
+<h3 class="callout-title">Extensions do not always dictate file type</h3>
 <div class="callout-content">
 <p>The <code>iio.imwrite()</code> function automatically uses the file
 type we specify in the file name parameter’s extension. Note that this
@@ -1947,8 +1910,7 @@ <h3 class="callout-title">Extensions do not always dictate file type<a class="an
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="named-versus-positional-arguments" class="callout-inner">
-<h3 class="callout-title">Named versus positional arguments<a class="anchor" aria-label="anchor" href="#named-versus-positional-arguments"></a>
-</h3>
+<h3 class="callout-title">Named versus positional arguments</h3>
 <div class="callout-content">
 <p>When we call functions in Python, there are two ways we can specify
 the necessary arguments. We can specify the arguments
@@ -1976,8 +1938,7 @@ <h3 class="callout-title">Named versus positional arguments<a class="anchor" ari
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="resizing-an-image-10-min" class="callout-inner">
-<h3 class="callout-title">Resizing an image (10 min)<a class="anchor" aria-label="anchor" href="#resizing-an-image-10-min"></a>
-</h3>
+<h3 class="callout-title">Resizing an image (10 min)</h3>
 <div class="callout-content">
 <p>Using the <code>chair.jpg</code> image located in the data folder,
 write a Python script to read your image into a variable named
@@ -1999,8 +1960,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Callout<a class="anchor" aria-label="anchor" href="#callout4"></a>
-</h3>
+<h3 class="callout-title">Callout</h3>
 <div class="callout-content">
 <p>Note that the pixel values in the new image are an approximation of
 the original values and should not be confused with actual, observed
@@ -2074,7 +2034,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </section><section><h2 class="section-heading" id="manipulating-pixels">Manipulating pixels<a class="anchor" aria-label="anchor" href="#manipulating-pixels"></a>
-<a class="anchor" aria-label="anchor" href="#manipulating-pixels"></a>
 </h2>
 <hr class="half-width">
 <p>In <a href="02-image-basics.html">the <em>Image Basics</em>
@@ -2100,8 +2059,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="loading-images-with-imageio-read-only-arrays" class="callout-inner">
-<h3 class="callout-title">Loading images with imageio: Read-only arrays<a class="anchor" aria-label="anchor" href="#loading-images-with-imageio-read-only-arrays"></a>
-</h3>
+<h3 class="callout-title">Loading images with imageio: Read-only arrays</h3>
 <div class="callout-content">
 <p>When loading an image with imageio, in certain situations the image
 is stored in a read-only array. If you attempt to manipulate the pixels
@@ -2143,7 +2101,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 this case, the result is an image in which the extraneous background
 detail has been removed.</p>
 <figure><img src="../fig/maize-root-cluster-threshold.jpg" alt="Thresholded root image" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="converting-colour-images-to-grayscale">Converting colour images to grayscale<a class="anchor" aria-label="anchor" href="#converting-colour-images-to-grayscale"></a>
-<a class="anchor" aria-label="anchor" href="#converting-colour-images-to-grayscale"></a>
 </h2>
 <hr class="half-width">
 <p>It is often easier to work with grayscale images, which have a single
@@ -2163,7 +2120,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="colour-and-color" class="callout-inner">
-<h3 class="callout-title">Colour and <code>color</code><a class="anchor" aria-label="anchor" href="#colour-and-color"></a>
+<h3 class="callout-title">Colour and <code>color</code>
 </h3>
 <div class="callout-content">
 <p>The Carpentries generally prefers UK English spelling, which is why
@@ -2224,8 +2181,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="loading-images-with-imageio-pixel-type-and-depth" class="callout-inner">
-<h3 class="callout-title">Loading images with imageio: Pixel type and depth<a class="anchor" aria-label="anchor" href="#loading-images-with-imageio-pixel-type-and-depth"></a>
-</h3>
+<h3 class="callout-title">Loading images with imageio: Pixel type and depth</h3>
 <div class="callout-content">
 <p>When loading an image with <code>mode="L"</code>, the pixel values
 are stored as 8-bit integer numbers that can take values in the range
@@ -2246,8 +2202,7 @@ <h3 class="callout-title">Loading images with imageio: Pixel type and depth<a cl
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="keeping-only-low-intensity-pixels-10-min" class="callout-inner">
-<h3 class="callout-title">Keeping only low intensity pixels (10 min)<a class="anchor" aria-label="anchor" href="#keeping-only-low-intensity-pixels-10-min"></a>
-</h3>
+<h3 class="callout-title">Keeping only low intensity pixels (10 min)</h3>
 <div class="callout-content">
 <p>A little earlier, we showed how we could use Python and scikit-image
 to turn on only the high intensity pixels from an image, while turning
@@ -2314,8 +2269,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="plotting-single-channel-images-cmap-vmin-vmax" class="callout-inner">
-<h3 class="callout-title">Plotting single channel images (cmap, vmin, vmax)<a class="anchor" aria-label="anchor" href="#plotting-single-channel-images-cmap-vmin-vmax"></a>
-</h3>
+<h3 class="callout-title">Plotting single channel images (cmap, vmin, vmax)</h3>
 <div class="callout-content">
 <p>Compared to a colour image, a grayscale image contains only a single
 intensity value per pixel. When we plot such an image with
@@ -2339,7 +2293,6 @@ <h3 class="callout-title">Plotting single channel images (cmap, vmin, vmax)<a cl
 </div>
 </div>
 </section><section><h2 class="section-heading" id="access-via-slicing">Access via slicing<a class="anchor" aria-label="anchor" href="#access-via-slicing"></a>
-<a class="anchor" aria-label="anchor" href="#access-via-slicing"></a>
 </h2>
 <hr class="half-width">
 <p>As noted in the previous lesson scikit-image images are stored as
@@ -2419,8 +2372,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="practicing-with-slices-10-min---optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">Practicing with slices (10 min - optional, not included in timing)<a class="anchor" aria-label="anchor" href="#practicing-with-slices-10-min---optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">Practicing with slices (10 min - optional, not included in timing)</h3>
 <div class="callout-content">
 <p>Using the techniques you just learned, write a script that creates,
 displays, and saves a sub-image containing only the plant and its roots
@@ -2465,8 +2417,7 @@ <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>Images are read from disk with the <code>iio.imread()</code>
@@ -2535,7 +2486,6 @@ <h3 class="card-title">Objectives</h3>
 perform simple analyses of images based on changes in colour or
 shape.</p>
 <section><h2 class="section-heading" id="first-import-the-packages-needed-for-this-episode">First, import the packages needed for this episode<a class="anchor" aria-label="anchor" href="#first-import-the-packages-needed-for-this-episode"></a>
-<a class="anchor" aria-label="anchor" href="#first-import-the-packages-needed-for-this-episode"></a>
 </h2>
 <hr class="half-width">
 <div class="codewrapper sourceCode" id="cb1">
@@ -2551,7 +2501,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <p>Here, we import the same packages as earlier in the lesson.</p>
 </section><section><h2 class="section-heading" id="drawing-on-images">Drawing on images<a class="anchor" aria-label="anchor" href="#drawing-on-images"></a>
-<a class="anchor" aria-label="anchor" href="#drawing-on-images"></a>
 </h2>
 <hr class="half-width">
 <p>Often we wish to select only a portion of an image to analyze, and
@@ -2637,8 +2586,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="check-the-documentation" class="callout-inner">
-<h3 class="callout-title">Check the documentation!<a class="anchor" aria-label="anchor" href="#check-the-documentation"></a>
-</h3>
+<h3 class="callout-title">Check the documentation!</h3>
 <div class="callout-content">
 <p>When using an scikit-image function for the first time - or the fifth
 time - it is wise to check how the function is used, via <a href="https://scikit-image.org/docs/dev/user_guide" class="external-link">the scikit-image
@@ -2657,8 +2605,7 @@ <h3 class="callout-title">Check the documentation!<a class="anchor" aria-label="
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="variable-naming-conventions" class="callout-inner">
-<h3 class="callout-title">Variable naming conventions!<a class="anchor" aria-label="anchor" href="#variable-naming-conventions"></a>
-</h3>
+<h3 class="callout-title">Variable naming conventions!</h3>
 <div class="callout-content">
 <p>You may have wondered why we called the return values of the
 rectangle function <code>rr</code> and <code>cc</code>?! You may have
@@ -2680,8 +2627,7 @@ <h3 class="callout-title">Variable naming conventions!<a class="anchor" aria-lab
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="other-drawing-operations-15-min" class="callout-inner">
-<h3 class="callout-title">Other drawing operations (15 min)<a class="anchor" aria-label="anchor" href="#other-drawing-operations-15-min"></a>
-</h3>
+<h3 class="callout-title">Other drawing operations (15 min)</h3>
 <div class="callout-content">
 <p>There are other functions for drawing on images, in addition to the
 <code>ski.draw.rectangle()</code> function. We can draw circles, lines,
@@ -2828,7 +2774,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </section><section><h2 class="section-heading" id="image-modification">Image modification<a class="anchor" aria-label="anchor" href="#image-modification"></a>
-<a class="anchor" aria-label="anchor" href="#image-modification"></a>
 </h2>
 <hr class="half-width">
 <p>All that remains is the task of modifying the image using our mask in
@@ -2839,8 +2784,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="how-does-a-mask-work-optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">How does a mask work? (optional, not included in timing)<a class="anchor" aria-label="anchor" href="#how-does-a-mask-work-optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">How does a mask work? (optional, not included in timing)</h3>
 <div class="callout-content">
 <p>Now, consider the mask image we created above. The values of the mask
 that corresponds to the portion of the image we are interested in are
@@ -2904,8 +2848,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="masking-an-image-of-your-own-optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">Masking an image of your own (optional, not included in timing)<a class="anchor" aria-label="anchor" href="#masking-an-image-of-your-own-optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">Masking an image of your own (optional, not included in timing)</h3>
 <div class="callout-content">
 <p>Now, it is your turn to practice. Using your mobile phone, tablet,
 webcam, or digital camera, take an image of an object with a simple
@@ -2959,8 +2902,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="masking-a-96-well-plate-image-30-min" class="callout-inner">
-<h3 class="callout-title">Masking a 96-well plate image (30 min)<a class="anchor" aria-label="anchor" href="#masking-a-96-well-plate-image-30-min"></a>
-</h3>
+<h3 class="callout-title">Masking a 96-well plate image (30 min)</h3>
 <div class="callout-content">
 <p>Consider this image of a 96-well plate that has been scanned on a
 flatbed scanner.</p>
@@ -3036,8 +2978,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="masking-a-96-well-plate-image-take-two-optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">Masking a 96-well plate image, take two (optional, not included in timing)<a class="anchor" aria-label="anchor" href="#masking-a-96-well-plate-image-take-two-optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">Masking a 96-well plate image, take two (optional, not included in timing)</h3>
 <div class="callout-content">
 <p>If you spent some time looking at the contents of the
 <code>data/centers.txt</code> file from the previous challenge, you may
@@ -3116,8 +3057,7 @@ <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>We can use the NumPy <code>zeros()</code> function to create a
@@ -3174,7 +3114,6 @@ <h3 class="card-title">Objectives</h3>
 <p>In this episode, we will learn how to use scikit-image functions to
 create and display histograms for images.</p>
 <section><h2 class="section-heading" id="first-import-the-packages-needed-for-this-episode">First, import the packages needed for this episode<a class="anchor" aria-label="anchor" href="#first-import-the-packages-needed-for-this-episode"></a>
-<a class="anchor" aria-label="anchor" href="#first-import-the-packages-needed-for-this-episode"></a>
 </h2>
 <hr class="half-width">
 <div class="codewrapper sourceCode" id="cb1">
@@ -3189,7 +3128,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb1-7"><a href="#cb1-7" tabindex="-1"></a><span class="op">%</span>matplotlib widget</span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="introduction-to-histograms">Introduction to Histograms<a class="anchor" aria-label="anchor" href="#introduction-to-histograms"></a>
-<a class="anchor" aria-label="anchor" href="#introduction-to-histograms"></a>
 </h2>
 <hr class="half-width">
 <p>As it pertains to images, a <em>histogram</em> is a graphical
@@ -3201,7 +3139,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 will prove to be very useful, and histograms are also quite handy as a
 preparatory step before performing <a href="07-thresholding.html">thresholding</a>.</p>
 </section><section><h2 class="section-heading" id="grayscale-histograms">Grayscale Histograms<a class="anchor" aria-label="anchor" href="#grayscale-histograms"></a>
-<a class="anchor" aria-label="anchor" href="#grayscale-histograms"></a>
 </h2>
 <hr class="half-width">
 <p>We will start with grayscale images, and then move on to colour
@@ -3277,8 +3214,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="variable-length-argument-lists" class="callout-inner">
-<h3 class="callout-title">Variable-length argument lists<a class="anchor" aria-label="anchor" href="#variable-length-argument-lists"></a>
-</h3>
+<h3 class="callout-title">Variable-length argument lists</h3>
 <div class="callout-content">
 <p>Note that we cannot used named parameters for the
 <code>ax.set_xlim()</code> or <code>ax.plot()</code> functions. This is
@@ -3301,8 +3237,7 @@ <h3 class="callout-title">Variable-length argument lists<a class="anchor" aria-l
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="histograms-in-matplotlib" class="callout-inner">
-<h3 class="callout-title">Histograms in Matplotlib<a class="anchor" aria-label="anchor" href="#histograms-in-matplotlib"></a>
-</h3>
+<h3 class="callout-title">Histograms in Matplotlib</h3>
 <div class="callout-content">
 <p>Matplotlib provides a dedicated function to compute and display
 histograms: <code>ax.hist()</code>. We will not use it in this lesson in
@@ -3322,8 +3257,7 @@ <h3 class="callout-title">Histograms in Matplotlib<a class="anchor" aria-label="
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="using-a-mask-for-a-histogram-15-min" class="callout-inner">
-<h3 class="callout-title">Using a mask for a histogram (15 min)<a class="anchor" aria-label="anchor" href="#using-a-mask-for-a-histogram-15-min"></a>
-</h3>
+<h3 class="callout-title">Using a mask for a histogram (15 min)</h3>
 <div class="callout-content">
 <p>Looking at the histogram above, you will notice that there is a large
 number of very dark pixels, as indicated in the chart by the spike
@@ -3346,7 +3280,7 @@ <h3 class="callout-title">Using a mask for a histogram (15 min)<a class="anchor"
 <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="cb5">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -3391,7 +3325,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </section><section><h2 class="section-heading" id="colour-histograms">Colour Histograms<a class="anchor" aria-label="anchor" href="#colour-histograms"></a>
-<a class="anchor" aria-label="anchor" href="#colour-histograms"></a>
 </h2>
 <hr class="half-width">
 <p>We can also create histograms for full colour images, in addition to
@@ -3454,7 +3387,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <div id="iterators-tuples-and-enumerate" class="callout-inner">
 <h3 class="callout-title">Iterators, tuples, and
-<code>enumerate()</code><a class="anchor" aria-label="anchor" href="#iterators-tuples-and-enumerate"></a>
+<code>enumerate()</code>
 </h3>
 <div class="callout-content">
 <p>In Python, an <em>iterator</em>, or an <em>iterable object</em>, is
@@ -3510,8 +3443,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="colour-histogram-with-a-mask-25-min" class="callout-inner">
-<h3 class="callout-title">Colour histogram with a mask (25 min)<a class="anchor" aria-label="anchor" href="#colour-histogram-with-a-mask-25-min"></a>
-</h3>
+<h3 class="callout-title">Colour histogram with a mask (25 min)</h3>
 <div class="callout-content">
 <p>We can also apply a mask to the images we apply the colour histogram
 process to, in the same way we did for grayscale histograms. Consider
@@ -3548,7 +3480,7 @@ <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="cb11">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -3597,8 +3529,7 @@ <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>In many cases, we can load images in grayscale by passing the
@@ -3677,8 +3608,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="filters" class="callout-inner">
-<h3 class="callout-title">Filters<a class="anchor" aria-label="anchor" href="#filters"></a>
-</h3>
+<h3 class="callout-title">Filters</h3>
 <div class="callout-content">
 <p>In the day-to-day, macroscopic world, we have physical filters which
 separate out objects by size. A filter with small holes allows only
@@ -3699,8 +3629,7 @@ <h3 class="callout-title">Filters<a class="anchor" aria-label="anchor" href="#fi
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="blurring" class="callout-inner">
-<h3 class="callout-title">Blurring<a class="anchor" aria-label="anchor" href="#blurring"></a>
-</h3>
+<h3 class="callout-title">Blurring</h3>
 <div class="callout-content">
 <p>To blur is to make something less clear or distinct. This could be
 interpreted quite broadly in the context of image analysis - anything
@@ -3716,8 +3645,7 @@ <h3 class="callout-title">Blurring<a class="anchor" aria-label="anchor" href="#b
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="kernels" class="callout-inner">
-<h3 class="callout-title">Kernels<a class="anchor" aria-label="anchor" href="#kernels"></a>
-</h3>
+<h3 class="callout-title">Kernels</h3>
 <div class="callout-content">
 <p>A kernel can be used to implement a filter on an image. A kernel, in
 this context, is a small matrix which is combined with the image using a
@@ -3731,7 +3659,6 @@ <h3 class="callout-title">Kernels<a class="anchor" aria-label="anchor" href="#ke
 </div>
 </div>
 <section><h2 class="section-heading" id="gaussian-blur">Gaussian blur<a class="anchor" aria-label="anchor" href="#gaussian-blur"></a>
-<a class="anchor" aria-label="anchor" href="#gaussian-blur"></a>
 </h2>
 <hr class="half-width">
 <p>Consider this image of a cat, in particular the area of the image
@@ -3819,8 +3746,7 @@ <h3 class="accordion-header" id="headingInstructor1">  <div class="note-square">
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="image-edges" class="callout-inner">
-<h3 class="callout-title">Image edges<a class="anchor" aria-label="anchor" href="#image-edges"></a>
-</h3>
+<h3 class="callout-title">Image edges</h3>
 <div class="callout-content">
 <p>Something different needs to happen for pixels near the outer limits
 of the image, since the kernel for the filter may be partially off the
@@ -3956,7 +3882,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb9-3"><a href="#cb9-3" tabindex="-1"></a>ax.imshow(blurred)</span></code></pre>
 </div>
 <figure><img src="../fig/gaussian-blurred.png" alt="Blurred image" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="visualising-blurring">Visualising Blurring<a class="anchor" aria-label="anchor" href="#visualising-blurring"></a>
-<a class="anchor" aria-label="anchor" href="#visualising-blurring"></a>
 </h2>
 <hr class="half-width">
 <p>Somebody said once “an image is worth a thousand words”. What is
@@ -4035,8 +3960,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="d-plots-with-matplotlib" class="callout-inner">
-<h3 class="callout-title">3D Plots with matplotlib<a class="anchor" aria-label="anchor" href="#d-plots-with-matplotlib"></a>
-</h3>
+<h3 class="callout-title">3D Plots with matplotlib</h3>
 <div class="callout-content">
 <p>The code to generate these 3D plots is outside the scope of this
 lesson but can be viewed by following the links in the captions.</p>
@@ -4057,8 +3981,7 @@ <h3 class="callout-title">3D Plots with matplotlib<a class="anchor" aria-label="
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="experimenting-with-sigma-values-10-min" class="callout-inner">
-<h3 class="callout-title">Experimenting with sigma values (10 min)<a class="anchor" aria-label="anchor" href="#experimenting-with-sigma-values-10-min"></a>
-</h3>
+<h3 class="callout-title">Experimenting with sigma values (10 min)</h3>
 <div class="callout-content">
 <p>The size and shape of the kernel used to blur an image can have a
 significant effect on the result of the blurring and any downstream
@@ -4094,8 +4017,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="experimenting-with-kernel-shape-10-min---optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">Experimenting with kernel shape (10 min - optional, not included in timing)<a class="anchor" aria-label="anchor" href="#experimenting-with-kernel-shape-10-min---optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">Experimenting with kernel shape (10 min - optional, not included in timing)</h3>
 <div class="callout-content">
 <p>Now, what is the effect of applying an asymmetric kernel to blurring
 an image? Try running the code above with different sigmas in the ry and
@@ -4137,7 +4059,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </section><section><h2 class="section-heading" id="other-methods-of-blurring">Other methods of blurring<a class="anchor" aria-label="anchor" href="#other-methods-of-blurring"></a>
-<a class="anchor" aria-label="anchor" href="#other-methods-of-blurring"></a>
 </h2>
 <hr class="half-width">
 <p>The Gaussian blur is a way to apply a low-pass filter in
@@ -4151,8 +4072,7 @@ <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>Applying a low-pass blurring filter smooths edges and removes noise
@@ -4230,7 +4150,6 @@ <h3 class="card-title">Objectives</h3>
 by these functions to select the parts of an image we are interested
 in.</p>
 <section><h2 class="section-heading" id="first-import-the-packages-needed-for-this-episode">First, import the packages needed for this episode<a class="anchor" aria-label="anchor" href="#first-import-the-packages-needed-for-this-episode"></a>
-<a class="anchor" aria-label="anchor" href="#first-import-the-packages-needed-for-this-episode"></a>
 </h2>
 <hr class="half-width">
 <div class="codewrapper sourceCode" id="cb1">
@@ -4247,7 +4166,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb1-9"><a href="#cb1-9" tabindex="-1"></a><span class="op">%</span>matplotlib widget</span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="simple-thresholding">Simple thresholding<a class="anchor" aria-label="anchor" href="#simple-thresholding"></a>
-<a class="anchor" aria-label="anchor" href="#simple-thresholding"></a>
 </h2>
 <hr class="half-width">
 <p>Consider the image <code>data/shapes-01.jpg</code> with a series of
@@ -4346,8 +4264,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="what-makes-a-good-threshold" class="callout-inner">
-<h3 class="callout-title">What makes a good threshold?<a class="anchor" aria-label="anchor" href="#what-makes-a-good-threshold"></a>
-</h3>
+<h3 class="callout-title">What makes a good threshold?</h3>
 <div class="callout-content">
 <p>As is often the case, the answer to this question is “it depends”. In
 the example above, we could have just switched off all the white
@@ -4390,8 +4307,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="more-practice-with-simple-thresholding-15-min" class="callout-inner">
-<h3 class="callout-title">More practice with simple thresholding (15 min)<a class="anchor" aria-label="anchor" href="#more-practice-with-simple-thresholding-15-min"></a>
-</h3>
+<h3 class="callout-title">More practice with simple thresholding (15 min)</h3>
 <div class="callout-content">
 <p>Now, it is your turn to practice. Suppose we want to use simple
 thresholding to select only the coloured shapes (in this particular case
@@ -4439,7 +4355,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <div id="more-practice-with-simple-thresholding-15-min" class="callout-inner">
 <h3 class="callout-title">More practice with simple thresholding (15
-min)<em> (continued)</em><a class="anchor" aria-label="anchor" href="#more-practice-with-simple-thresholding-15-min"></a>
+min)<em> (continued)</em>
 </h3>
 <div class="callout-content">
 <p>Next, create a mask to turn the pixels above the threshold
@@ -4489,7 +4405,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </section><section><h2 class="section-heading" id="automatic-thresholding">Automatic thresholding<a class="anchor" aria-label="anchor" href="#automatic-thresholding"></a>
-<a class="anchor" aria-label="anchor" href="#automatic-thresholding"></a>
 </h2>
 <hr class="half-width">
 <p>The downside of the simple thresholding technique is that we have to
@@ -4505,8 +4420,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="denoising-an-image-before-thresholding" class="callout-inner">
-<h3 class="callout-title">Denoising an image before thresholding<a class="anchor" aria-label="anchor" href="#denoising-an-image-before-thresholding"></a>
-</h3>
+<h3 class="callout-title">Denoising an image before thresholding</h3>
 <div class="callout-content">
 <p>In practice, it is often necessary to denoise the image before
 thresholding, which can be done with one of the methods from <a href="06-blurring.html">the <em>Blurring Images</em> episode</a>.</p>
@@ -4618,7 +4532,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb15-6"><a href="#cb15-6" tabindex="-1"></a>ax.imshow(selection)</span></code></pre>
 </div>
 <figure><img src="../fig/maize-root-cluster-selected.png" alt="Masked selection of the maize root system" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="application-measuring-root-mass">Application: measuring root mass<a class="anchor" aria-label="anchor" href="#application-measuring-root-mass"></a>
-<a class="anchor" aria-label="anchor" href="#application-measuring-root-mass"></a>
 </h2>
 <hr class="half-width">
 <p>Let us now turn to an application where we can apply thresholding and
@@ -4744,8 +4657,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="ignoring-more-of-the-images-brainstorming-10-min" class="callout-inner">
-<h3 class="callout-title">Ignoring more of the images – brainstorming (10 min)<a class="anchor" aria-label="anchor" href="#ignoring-more-of-the-images-brainstorming-10-min"></a>
-</h3>
+<h3 class="callout-title">Ignoring more of the images – brainstorming (10 min)</h3>
 <div class="callout-content">
 <p>Let us take a closer look at the binary masks produced by the
 <code>measure_root_mass</code> function.</p>
@@ -4813,8 +4725,7 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="ignoring-more-of-the-images-implementation-30-min---optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">Ignoring more of the images – implementation (30 min - optional, not included in timing)<a class="anchor" aria-label="anchor" href="#ignoring-more-of-the-images-implementation-30-min---optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">Ignoring more of the images – implementation (30 min - optional, not included in timing)</h3>
 <div class="callout-content">
 <p>Implement an enhanced version of the function
 <code>measure_root_mass</code> that applies simple binary thresholding
@@ -4943,8 +4854,7 @@ <h3 class="accordion-header" id="headingSpoiler1">  <div class="note-square"><i
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="thresholding-a-bacteria-colony-image-15-min" class="callout-inner">
-<h3 class="callout-title">Thresholding a bacteria colony image (15 min)<a class="anchor" aria-label="anchor" href="#thresholding-a-bacteria-colony-image-15-min"></a>
-</h3>
+<h3 class="callout-title">Thresholding a bacteria colony image (15 min)</h3>
 <div class="callout-content">
 <p>In the images directory <code>data/</code>, you will find an image
 named <code>colonies-01.tif</code>.</p>
@@ -5009,8 +4919,7 @@ <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>Thresholding produces a binary image, where all pixels with
@@ -5069,7 +4978,6 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="objects">Objects<a class="anchor" aria-label="anchor" href="#objects"></a>
-<a class="anchor" aria-label="anchor" href="#objects"></a>
 </h2>
 <hr class="half-width">
 <p>In <a href="07-thresholding.html">the <em>Thresholding</em>
@@ -5089,7 +4997,6 @@ <h3 class="card-title">Objectives</h3>
 1's, how to identify which pixels belong to an object, find a rule for
 each pixel to determine in which object it is -->
 </section><section><h2 class="section-heading" id="pixel-neighborhoods">Pixel Neighborhoods<a class="anchor" aria-label="anchor" href="#pixel-neighborhoods"></a>
-<a class="anchor" aria-label="anchor" href="#pixel-neighborhoods"></a>
 </h2>
 <hr class="half-width">
 <p>In order to decide which pixels belong to the same object, one can
@@ -5188,8 +5095,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="object-counting-optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">Object counting (optional, not included in timing)<a class="anchor" aria-label="anchor" href="#object-counting-optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">Object counting (optional, not included in timing)</h3>
 <div class="callout-content">
 <p>How many objects with 1 orthogonal jump, how many with 2 orthogonal
 jumps?</p>
@@ -5217,7 +5123,7 @@ <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" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <ol start="2" style="list-style-type: lower-alpha">
 <li>5</li>
@@ -5232,7 +5138,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </div>
 <div id="object-counting-optional-not-included-in-timing" class="callout-inner">
 <h3 class="callout-title">Object counting (optional, not included in
-timing)<em> (continued)</em><a class="anchor" aria-label="anchor" href="#object-counting-optional-not-included-in-timing"></a>
+timing)<em> (continued)</em>
 </h3>
 <div class="callout-content">
 <p>2 jumps</p>
@@ -5249,7 +5155,7 @@ <h3 class="callout-title">Object counting (optional, not included in
 <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">
 <ol style="list-style-type: lower-alpha">
 <li>2</li>
@@ -5263,8 +5169,7 @@ <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="jumps-and-neighborhoods" class="callout-inner">
-<h3 class="callout-title">Jumps and neighborhoods<a class="anchor" aria-label="anchor" href="#jumps-and-neighborhoods"></a>
-</h3>
+<h3 class="callout-title">Jumps and neighborhoods</h3>
 <div class="callout-content">
 <p>We have just introduced how you can reach different neighboring
 pixels by performing one or more orthogonal jumps. We have used the
@@ -5278,7 +5183,6 @@ <h3 class="callout-title">Jumps and neighborhoods<a class="anchor" aria-label="a
 </div>
 </div>
 </section><section><h2 class="section-heading" id="connected-component-analysis">Connected Component Analysis<a class="anchor" aria-label="anchor" href="#connected-component-analysis"></a>
-<a class="anchor" aria-label="anchor" href="#connected-component-analysis"></a>
 </h2>
 <hr class="half-width">
 <p>In order to find the objects in an image, we want to employ an
@@ -5344,8 +5248,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="optional-parameters-and-return-values" class="callout-inner">
-<h3 class="callout-title">Optional parameters and return values<a class="anchor" aria-label="anchor" href="#optional-parameters-and-return-values"></a>
-</h3>
+<h3 class="callout-title">Optional parameters and return values</h3>
 <div class="callout-content">
 <p>The optional parameter <code>return_num</code> changes the data type
 that is returned by the function <code>ski.measure.label</code>. The
@@ -5394,7 +5297,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button spoiler-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSpoiler1" aria-expanded="false" aria-controls="collapseSpoiler1">
   <h3 class="accordion-header" id="headingSpoiler1">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div> Do you see an empty image? </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">
 <p>If you are using an older version of Matplotlib you might get a
 warning
@@ -5450,8 +5353,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="suppressing-outputs-in-jupyter-notebooks" class="callout-inner">
-<h3 class="callout-title">Suppressing outputs in Jupyter Notebooks<a class="anchor" aria-label="anchor" href="#suppressing-outputs-in-jupyter-notebooks"></a>
-</h3>
+<h3 class="callout-title">Suppressing outputs in Jupyter Notebooks</h3>
 <div class="callout-content">
 <p>We just used <code>ax.set_axis_off();</code> to hide the axis from
 the image for a visually cleaner figure. The semicolon is added to
@@ -5482,8 +5384,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="how-many-objects-are-in-that-image-15-min" class="callout-inner">
-<h3 class="callout-title">How many objects are in that image (15 min)<a class="anchor" aria-label="anchor" href="#how-many-objects-are-in-that-image-15-min"></a>
-</h3>
+<h3 class="callout-title">How many objects are in that image (15 min)</h3>
 <div class="callout-content">
 <p>Now, it is your turn to practice. Using the function
 <code>connected_components</code>, find two ways of printing out the
@@ -5499,7 +5400,7 @@ <h3 class="callout-title">How many objects are in that image (15 min)<a class="a
 <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">
 <p>As you might have guessed, the return value <code>count</code>
 already contains the number of objects found in the image. So it can
@@ -5557,7 +5458,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 Therefore, we need other criteria to describe desired properties of the
 objects that are found.</p>
 </section><section><h2 class="section-heading" id="morphometrics---describe-object-features-with-numbers">Morphometrics - Describe object features with numbers<a class="anchor" aria-label="anchor" href="#morphometrics---describe-object-features-with-numbers"></a>
-<a class="anchor" aria-label="anchor" href="#morphometrics---describe-object-features-with-numbers"></a>
 </h2>
 <hr class="half-width">
 <p>Morphometrics is concerned with the quantitative analysis of objects
@@ -5597,8 +5497,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="plot-a-histogram-of-the-object-area-distribution-10-min" class="callout-inner">
-<h3 class="callout-title">Plot a histogram of the object area distribution (10 min)<a class="anchor" aria-label="anchor" href="#plot-a-histogram-of-the-object-area-distribution-10-min"></a>
-</h3>
+<h3 class="callout-title">Plot a histogram of the object area distribution (10 min)</h3>
 <div class="callout-content">
 <p>Similar to how we determined a “good” threshold in <a href="07-thresholding.html">the <em>Thresholding</em> episode</a>, it is
 often helpful to inspect the histogram of an object property. For
@@ -5616,7 +5515,7 @@ <h3 class="callout-title">Plot a histogram of the object area distribution (10 m
 <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">
 <p>The histogram can be plotted with</p>
 <div class="codewrapper sourceCode" id="cb22">
@@ -5655,8 +5554,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="filter-objects-by-area-10-min" class="callout-inner">
-<h3 class="callout-title">Filter objects by area (10 min)<a class="anchor" aria-label="anchor" href="#filter-objects-by-area-10-min"></a>
-</h3>
+<h3 class="callout-title">Filter objects by area (10 min)</h3>
 <div class="callout-content">
 <p>Now we would like to use a minimum area criterion to obtain a more
 accurate count of the objects in the image.</p>
@@ -5672,7 +5570,7 @@ <h3 class="callout-title">Filter objects by area (10 min)<a class="anchor" aria-
 <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">
 <p>One way to count only objects above a certain area is to first create
 a list of those objects, and then take the length of that list as the
@@ -5731,8 +5629,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="using-functions-from-numpy-and-other-python-packages" class="callout-inner">
-<h3 class="callout-title">Using functions from NumPy and other Python packages<a class="anchor" aria-label="anchor" href="#using-functions-from-numpy-and-other-python-packages"></a>
-</h3>
+<h3 class="callout-title">Using functions from NumPy and other Python packages</h3>
 <div class="callout-content">
 <p>Functions from Python packages such as NumPy are often more efficient
 and require less code to write. It is a good idea to browse the
@@ -5746,8 +5643,7 @@ <h3 class="callout-title">Using functions from NumPy and other Python packages<a
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="remove-small-objects-20-min" class="callout-inner">
-<h3 class="callout-title">Remove small objects (20 min)<a class="anchor" aria-label="anchor" href="#remove-small-objects-20-min"></a>
-</h3>
+<h3 class="callout-title">Remove small objects (20 min)</h3>
 <div class="callout-content">
 <p>We might also want to exclude (mask) the small objects when plotting
 the labeled image.</p>
@@ -5764,7 +5660,7 @@ <h3 class="callout-title">Remove small objects (20 min)<a class="anchor" aria-la
 <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" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
 <div class="accordion-body">
 <p>To remove the small objects from the labeled image, we change the
 value of all pixels that belong to the small objects to the background
@@ -5855,8 +5751,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="colour-objects-by-area-optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">Colour objects by area (optional, not included in timing)<a class="anchor" aria-label="anchor" href="#colour-objects-by-area-optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">Colour objects by area (optional, not included in timing)</h3>
 <div class="callout-content">
 <p>Finally, we would like to display the image with the objects coloured
 according to the magnitude of their area. In practice, this can be used
@@ -5869,7 +5764,7 @@ <h3 class="callout-title">Colour objects by area (optional, not included in timi
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution7" aria-expanded="false" aria-controls="collapseSolution7">
   <h4 class="accordion-header" id="headingSolution7"> Show me the solution </h4>
 </button>
-<div id="collapseSolution7" class="accordion-collapse collapse" data-bs-parent="#accordionSolution7" aria-labelledby="headingSolution7">
+<div id="collapseSolution7" class="accordion-collapse collapse" aria-labelledby="headingSolution7" data-bs-parent="#accordionSolution7">
 <div class="accordion-body">
 <p>We already know how to get the areas of the objects from the
 <code>regionprops</code>. We just need to insert a zero area value for
@@ -5900,8 +5795,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Callout<a class="anchor" aria-label="anchor" href="#callout5"></a>
-</h3>
+<h3 class="callout-title">Callout</h3>
 <div class="callout-content">
 <p>You may have noticed that in the solution, we have used the
 <code>labeled_image</code> to index the array <code>object_areas</code>.
@@ -5929,8 +5823,7 @@ <h3 class="callout-title">Callout<a class="anchor" aria-label="anchor" href="#ca
 <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>We can use <code>ski.measure.label</code> to find and label
@@ -5986,7 +5879,6 @@ <h3 class="card-title">Objectives</h3>
 challenge will be related to the shape of objects in images
 (<em>morphometrics</em>).</p>
 <section><h2 class="section-heading" id="morphometrics-bacteria-colony-counting">Morphometrics: Bacteria Colony Counting<a class="anchor" aria-label="anchor" href="#morphometrics-bacteria-colony-counting"></a>
-<a class="anchor" aria-label="anchor" href="#morphometrics-bacteria-colony-counting"></a>
 </h2>
 <hr class="half-width">
 <p>As mentioned in <a href="01-introduction.html">the workshop
@@ -6000,8 +5892,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="morphometrics-for-bacterial-colonies" class="callout-inner">
-<h3 class="callout-title">Morphometrics for bacterial colonies<a class="anchor" aria-label="anchor" href="#morphometrics-for-bacterial-colonies"></a>
-</h3>
+<h3 class="callout-title">Morphometrics for bacterial colonies</h3>
 <div class="callout-content">
 <p>Write a Python program that uses scikit-image to count the number of
 bacteria colonies in each image, and for each, produce a new image that
@@ -6018,7 +5909,7 @@ <h3 class="callout-title">Morphometrics for bacterial colonies<a class="anchor"
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>First, let’s work through the process for one image:</p>
 <div class="codewrapper sourceCode" id="cb1">
@@ -6147,8 +6038,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="colony-counting-with-minimum-size-and-automated-threshold-optional-not-included-in-timing" class="callout-inner">
-<h3 class="callout-title">Colony counting with minimum size and automated threshold (optional, not included in timing)<a class="anchor" aria-label="anchor" href="#colony-counting-with-minimum-size-and-automated-threshold-optional-not-included-in-timing"></a>
-</h3>
+<h3 class="callout-title">Colony counting with minimum size and automated threshold (optional, not included in timing)</h3>
 <div class="callout-content">
 <p>Modify your function from the previous exercise for colony counting
 to (i) exclude objects smaller than a specified size and (ii) use an
@@ -6161,7 +6051,7 @@ <h3 class="callout-title">Colony counting with minimum size and automated thresh
 <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>Here is a modified function with the requested features. Note when
 calculating the Otsu threshold we don’t include the very bright pixels
@@ -6202,8 +6092,7 @@ <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>Using thresholding, connected component analysis and other tools we
@@ -6239,7 +6128,7 @@ <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 -->
@@ -6262,8 +6151,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://datacarpentry.github.io/image-processing/instructor/aio.html",
   "identifier": "https://datacarpentry.github.io/image-processing/instructor/aio.html",
   "dateCreated": "2017-03-14",
-  "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 38c15541..b42fbff0 100644
--- a/instructor/discuss.html
+++ b/instructor/discuss.html
@@ -278,10 +278,10 @@ <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>
@@ -301,7 +301,7 @@ <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">
@@ -346,16 +346,14 @@ <h1>Discussion</h1>
 
         
 
-<section><h2 class="section-heading" id="choice-of-image-processing-library">Choice of Image Processing Library<a class="anchor" aria-label="anchor" href="#choice-of-image-processing-library"></a>
-<a class="anchor" aria-label="anchor" href="#choice-of-image-processing-library"></a></h2>
+<section><h2 class="section-heading" id="choice-of-image-processing-library">Choice of Image Processing Library<a class="anchor" aria-label="anchor" href="#choice-of-image-processing-library"></a></h2>
 <hr class="half-width"><p>This lesson was originally designed to use <a href="https://opencv.org/" class="external-link">OpenCV</a> and the <a href="https://pypi.org/project/opencv-python/" class="external-link"><code>opencv-python</code></a>
 library (<a href="https://github.com/datacarpentry/image-processing/tree/770a2416fb5c6bd5a4b8e728b3e338667e47b0ed" class="external-link">see
 the last version of the lesson repository to use OpenCV</a>).</p>
 <p>In 2019-2020 the lesson was adapted to use <a href="https://scikit-image.org/" class="external-link">scikit-image</a>, as this library has
 proven easier to install and enjoys more extensive documentation and
 support.</p>
-</section><section><h2 class="section-heading" id="choice-of-image-viewer">Choice of Image Viewer<a class="anchor" aria-label="anchor" href="#choice-of-image-viewer"></a>
-<a class="anchor" aria-label="anchor" href="#choice-of-image-viewer"></a></h2>
+</section><section><h2 class="section-heading" id="choice-of-image-viewer">Choice of Image Viewer<a class="anchor" aria-label="anchor" href="#choice-of-image-viewer"></a></h2>
 <hr class="half-width"><p>When the lesson was first adapted to use sckikit-image (see above),
 <code>skimage.viewer.ImageViewer</code> was used to inspect images. <a href="https://scikit-image.org/docs/stable/user_guide/visualization.html" class="external-link">This
 viewer is deprecated</a> and the lesson maintainers chose to leverage
@@ -413,7 +411,7 @@ <h1>Discussion</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">
@@ -436,7 +434,7 @@ <h1>Discussion</h1>
   "identifier": "https://datacarpentry.github.io/image-processing/instructor/discuss.html",
   "dateCreated": "2017-03-14",
   "dateModified": "2023-07-26",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/edge-detection.html b/instructor/edge-detection.html
index a053f142..5cfee40a 100644
--- a/instructor/edge-detection.html
+++ b/instructor/edge-detection.html
@@ -278,10 +278,10 @@ <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>
@@ -301,7 +301,7 @@ <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">
@@ -391,8 +391,7 @@ <h3 class="card-title">Objectives</h3>
 <p>As was the case for blurring and thresholding, there are several
 different methods in scikit-image that can be used for edge detection,
 so we will examine only one in detail.</p>
-<section><h2 class="section-heading" id="introduction-to-edge-detection">Introduction to edge detection<a class="anchor" aria-label="anchor" href="#introduction-to-edge-detection"></a>
-<a class="anchor" aria-label="anchor" href="#introduction-to-edge-detection"></a></h2>
+<section><h2 class="section-heading" id="introduction-to-edge-detection">Introduction to edge detection<a class="anchor" aria-label="anchor" href="#introduction-to-edge-detection"></a></h2>
 <hr class="half-width"><p>To begin our introduction to edge detection, let us look at an image
 with a very simple edge - this grayscale image of two overlapped pieces
 of paper, one black and and one white:</p>
@@ -412,8 +411,7 @@ <h3 class="card-title">Objectives</h3>
 scikit-image method to detect edges in an image must be able to decide
 where the edge is, and place appropriately-coloured pixels in that
 location.</p>
-</section><section><h2 class="section-heading" id="canny-edge-detection">Canny edge detection<a class="anchor" aria-label="anchor" href="#canny-edge-detection"></a>
-<a class="anchor" aria-label="anchor" href="#canny-edge-detection"></a></h2>
+</section><section><h2 class="section-heading" id="canny-edge-detection">Canny edge detection<a class="anchor" aria-label="anchor" href="#canny-edge-detection"></a></h2>
 <hr class="half-width"><p>Our edge detection method in this workshop is <em>Canny edge
 detection</em>, created by John Canny in 1986. This method uses a series
 of steps, some incorporating other types of edge detection. The
@@ -524,8 +522,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 due to resampling artefacts in the interactive image viewer. The image
 above is the edges of the junk image, saved in a PNG file. Here is how
 the same image looks when displayed in a scikit-image output window:</p>
-<figure><img src="../fig/shapes-01-canny-edge-output.png" alt="Output window of Canny edge detection" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="interacting-with-the-image-viewer-using-viewer-plugins">Interacting with the image viewer using viewer plugins<a class="anchor" aria-label="anchor" href="#interacting-with-the-image-viewer-using-viewer-plugins"></a>
-<a class="anchor" aria-label="anchor" href="#interacting-with-the-image-viewer-using-viewer-plugins"></a></h2>
+<figure><img src="../fig/shapes-01-canny-edge-output.png" alt="Output window of Canny edge detection" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="interacting-with-the-image-viewer-using-viewer-plugins">Interacting with the image viewer using viewer plugins<a class="anchor" aria-label="anchor" href="#interacting-with-the-image-viewer-using-viewer-plugins"></a></h2>
 <hr class="half-width"><p>As we have seen, for a user of the
 <code>skimage.feature.canny()</code> edge detection function, three
 important parameters to pass in are sigma, and the low and high
@@ -637,8 +634,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="how-does-the-plugin-know-how-to-call-the-filter-function-with-the-parameters" class="callout-inner">
-<h3 class="callout-title">How does the plugin know how to call the filter function with the parameters?<a class="anchor" aria-label="anchor" href="#how-does-the-plugin-know-how-to-call-the-filter-function-with-the-parameters"></a>
-</h3>
+<h3 class="callout-title">How does the plugin know how to call the filter function with the parameters?</h3>
 <div class="callout-content">
 <p>The filter function will be called with the slider parameters
 according to their <em>names</em> as <em>keyword</em> arguments. So it
@@ -663,8 +659,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="applying-canny-edge-detection-to-another-image-5-min" class="callout-inner">
-<h3 class="callout-title">Applying Canny edge detection to another image (5 min)<a class="anchor" aria-label="anchor" href="#applying-canny-edge-detection-to-another-image-5-min"></a>
-</h3>
+<h3 class="callout-title">Applying Canny edge detection to another image (5 min)</h3>
 <div class="callout-content">
 <p>Now, run the program above on the image of coloured shapes,
 <code>data/shapes-01.jpg</code>. Use a sigma of 1.0 and adjust low and
@@ -694,8 +689,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="using-sliders-for-thresholding-30-min" class="callout-inner">
-<h3 class="callout-title">Using sliders for thresholding (30 min)<a class="anchor" aria-label="anchor" href="#using-sliders-for-thresholding-30-min"></a>
-</h3>
+<h3 class="callout-title">Using sliders for thresholding (30 min)</h3>
 <div class="callout-content">
 <p>Now, let us apply what we know about creating sliders to another,
 similar situation. Consider this image of a collection of maize
@@ -776,8 +770,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 different parameter values. Furthermore, scikit-image already comes with
 a few viewer plugins that you can check out in <a href="https://scikit-image.org/docs/dev/api/skimage.viewer.plugins.html" class="external-link">the
 documentation</a>.</p>
-</section><section><h2 class="section-heading" id="other-edge-detection-functions">Other edge detection functions<a class="anchor" aria-label="anchor" href="#other-edge-detection-functions"></a>
-<a class="anchor" aria-label="anchor" href="#other-edge-detection-functions"></a></h2>
+</section><section><h2 class="section-heading" id="other-edge-detection-functions">Other edge detection functions<a class="anchor" aria-label="anchor" href="#other-edge-detection-functions"></a></h2>
 <hr class="half-width"><p>As with blurring, there are other options for finding edges in
 skimage. These include <code>skimage.filters.sobel()</code>, which you
 will recognise as part of the Canny method. Another choice is
@@ -787,8 +780,7 @@ <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>The <code>skimage.viewer.ImageViewer</code> is extended using a
 <code>skimage.viewer.plugins.Plugin</code>.</li>
@@ -835,7 +827,7 @@ <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">
@@ -858,7 +850,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/image-processing/instructor/edge-detection.html",
   "dateCreated": "2017-03-14",
   "dateModified": "2023-08-16",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/images.html b/instructor/images.html
index f361b492..5f598e28 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -348,10 +348,10 @@ <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>
@@ -377,7 +377,7 @@ <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>
 
 
@@ -753,7 +753,7 @@ <h3 id="09-challenges-figure-10">Figure 10</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>
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 		</footer>
 </div> <!-- / div.container -->
@@ -776,8 +776,8 @@ <h3 id="09-challenges-figure-10">Figure 10</h3>
   "url": "https://datacarpentry.github.io/image-processing/instructor/images.html",
   "identifier": "https://datacarpentry.github.io/image-processing/instructor/images.html",
   "dateCreated": "2017-03-14",
-  "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 0b6b6091..b15a4024 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -282,10 +282,10 @@ <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>
@@ -305,7 +305,7 @@ <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">
@@ -336,8 +336,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
 <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>This lesson assumes you have a working knowledge of Python and some
 previous exposure to the Bash shell. These requirements can be fulfilled
@@ -458,8 +457,7 @@ <h3 class="callout-title">Prerequisites<a class="anchor" aria-label="anchor" hre
       </p>
       </section><section id="setup"><p>Before joining the workshop or following the lesson, please complete
 the data and software setup described in this page.</p>
-<section><h2 class="section-heading" id="data">Data<a class="anchor" aria-label="anchor" href="#data"></a>
-<a class="anchor" aria-label="anchor" href="#data"></a></h2>
+<section><h2 class="section-heading" id="data">Data<a class="anchor" aria-label="anchor" href="#data"></a></h2>
 <hr class="half-width"><p>The example images used in this lesson are available on <a href="https://figshare.com/" class="external-link">FigShare</a>. To download the data, please
 visit <a href="https://figshare.com/articles/dataset/Data_Carpentry_Image_Processing_Data_beta_/19260677" class="external-link">the
 dataset page for this workshop</a> and click the “Download all” button.
@@ -468,8 +466,7 @@ <h3 class="callout-title">Prerequisites<a class="anchor" aria-label="anchor" hre
 Desktop or a folder you have created for using in this workshop. (The
 name <code>data</code> is optional but recommended, as this is the name
 we will use to refer to the folder throughout the lesson.)</p>
-</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>
+</section><section><h2 class="section-heading" id="software">Software<a class="anchor" aria-label="anchor" href="#software"></a></h2>
 <hr class="half-width"><ol style="list-style-type: decimal"><li>
 <p>Download and install the latest <a href="https://www.anaconda.com/download/" class="external-link">Anaconda distribution</a> for
 your operating system. Make sure to choose the Python 3 version (as
@@ -483,8 +480,7 @@ <h3 class="callout-title">Prerequisites<a class="anchor" aria-label="anchor" hre
 </div>
 <div class="callout-inner">
 <h3 class="callout-title">Updating scikit-image in an existing Anaconda
-distribution<a class="anchor" aria-label="anchor" href="#callout1"></a>
-</h3>
+distribution</h3>
 <div class="callout-content">
 <pre class="shell"><code>conda upgrade -y scikit-image</code></pre>
 </div>
@@ -503,8 +499,7 @@ <h3 class="callout-title">Updating scikit-image in an existing Anaconda
 </div>
 <div class="callout-inner">
 <h3 class="callout-title">Enabling the <code>ipympl</code> backend in
-Jupyter notebooks<a class="anchor" aria-label="anchor" href="#callout2"></a>
-</h3>
+Jupyter notebooks</h3>
 <div class="callout-content">
 <p>The <code>ipympl</code> backend can be enabled with the
 <code>%matplotlib</code> Jupyter magic. Put the following command in a
@@ -524,8 +519,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <div class="callout-inner">
 <h3 class="callout-title">Older
-JupyterLab versions<a class="anchor" aria-label="anchor" href="#callout3"></a>
-</h3>
+JupyterLab versions</h3>
 <div class="callout-content">
 <p>If you are using an older version of JupyterLab, you may also need to
 install the labextensions manually, as explained in the <a href="https://github.com/matplotlib/ipympl#readme" class="external-link">README file</a> for
@@ -654,7 +648,7 @@ <h3 class="accordion-header" id="headingSpoiler3">
         <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">
@@ -676,8 +670,8 @@ <h3 class="accordion-header" id="headingSpoiler3">
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-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
+  "dateModified": "2024-08-27",
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 }
 
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diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index 717fc810..1992725a 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -348,10 +348,10 @@ <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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@@ -377,7 +377,7 @@ <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>
 
 
@@ -403,7 +403,6 @@ <h1>Instructor Notes</h1>
         
 
 <section><h2 class="section-heading" id="estimated-timings">Estimated Timings<a class="anchor" aria-label="anchor" href="#estimated-timings"></a>
-<a class="anchor" aria-label="anchor" href="#estimated-timings"></a>
 </h2>
 <hr class="half-width">
 <p>This is a relatively new curriculum. The estimated timings for each
@@ -416,7 +415,6 @@ <h1>Instructor Notes</h1>
 an issue on the repository</a> to share your experience with the lesson
 Maintainers.</p>
 </section><section><h2 class="section-heading" id="working-with-jupyter-notebooks">Working with Jupyter notebooks<a class="anchor" aria-label="anchor" href="#working-with-jupyter-notebooks"></a>
-<a class="anchor" aria-label="anchor" href="#working-with-jupyter-notebooks"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -439,7 +437,6 @@ <h1>Instructor Notes</h1>
 maintainers are keen to receive feedback on whether this convention
 proves practical in workshops.</p></li>
 </ul></section><section><h2 class="section-heading" id="working-with-imageio-and-skimage">Working with imageio and skimage<a class="anchor" aria-label="anchor" href="#working-with-imageio-and-skimage"></a>
-<a class="anchor" aria-label="anchor" href="#working-with-imageio-and-skimage"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -466,7 +463,6 @@ <h1>Instructor Notes</h1>
 parameter. A detailed explanation is given in the <em>Plotting single
 channel images (cmap, vmin, vmax)</em> callout box.</p></li>
 </ul></section><section><h2 class="section-heading" id="additional-resources">Additional resources<a class="anchor" aria-label="anchor" href="#additional-resources"></a>
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 </h2>
 <hr class="half-width">
 <ul>
@@ -481,7 +477,6 @@ <h1>Instructor Notes</h1>
 </ul>
 </li>
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 </h2>
 <hr class="half-width">
 <div class="section level3">
@@ -544,7 +539,6 @@ <h3 id="q-can-you-blur-while-retaining-edges">Q: Can you blur while retaining ed
 designed to be edge-preserving.</p>
 </div>
 </section><section><h2 class="section-heading" id="troubleshooting">Troubleshooting<a class="anchor" aria-label="anchor" href="#troubleshooting"></a>
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 </h2>
 <hr class="half-width">
 <p>Learners reported a problem on some operating systems, that
@@ -608,7 +602,7 @@ <h3 id="07-thresholding-headingInstructor1">
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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 -->
@@ -631,8 +625,8 @@ <h3 id="07-thresholding-headingInstructor1">
   "url": "https://datacarpentry.github.io/image-processing/instructor/instructor-notes.html",
   "identifier": "https://datacarpentry.github.io/image-processing/instructor/instructor-notes.html",
   "dateCreated": "2017-03-14",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
+  "dateModified": "2024-08-27",
+  "datePublished": "2024-08-27"
 }
 
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diff --git a/instructor/key-points.html b/instructor/key-points.html
index bbaf2117..e23cc040 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
@@ -348,10 +348,10 @@ <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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@@ -377,7 +377,7 @@ <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>
 
 
@@ -550,7 +550,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         <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 -->
@@ -573,8 +573,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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   "identifier": "https://datacarpentry.github.io/image-processing/instructor/key-points.html",
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-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
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 }
 
   </script><script>
diff --git a/instructor/prereqs.html b/instructor/prereqs.html
index 0e8c7579..b4467705 100644
--- a/instructor/prereqs.html
+++ b/instructor/prereqs.html
@@ -278,10 +278,10 @@ <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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@@ -301,7 +301,7 @@ <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">
@@ -447,7 +447,7 @@ <h3 id="python-skills">Python skills<a class="anchor" aria-label="anchor" href="
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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>
-        <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">
@@ -470,7 +470,7 @@ <h3 id="python-skills">Python skills<a class="anchor" aria-label="anchor" href="
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   "dateCreated": "2017-03-14",
   "dateModified": "2023-07-26",
-  "datePublished": "2024-08-20"
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 }
 
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diff --git a/instructor/profiles.html b/instructor/profiles.html
index b93cafbe..f13c1b17 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -278,10 +278,10 @@ <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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@@ -301,7 +301,7 @@ <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">
@@ -341,7 +341,7 @@ <h1>Learner Profiles</h1>
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-        <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">
@@ -363,8 +363,8 @@ <h1>Learner Profiles</h1>
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   "identifier": "https://datacarpentry.github.io/image-processing/instructor/profiles.html",
   "dateCreated": "2017-03-14",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
+  "dateModified": "2024-08-27",
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/reference.html b/instructor/reference.html
index b5490275..0ffb8340 100644
--- a/instructor/reference.html
+++ b/instructor/reference.html
@@ -278,10 +278,10 @@ <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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@@ -301,7 +301,7 @@ <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">
@@ -345,8 +345,7 @@ <h1>Reference</h1>
         </div>
 
         
-<section><h2 class="section-heading" id="glossary">Glossary<a class="anchor" aria-label="anchor" href="#glossary"></a>
-<a class="anchor" aria-label="anchor" href="#glossary"></a></h2>
+<section><h2 class="section-heading" id="glossary">Glossary<a class="anchor" aria-label="anchor" href="#glossary"></a></h2>
 <hr class="half-width"><p>(Some definitions are taken from <a href="https://glosario.carpentries.org" class="external-link">Glosario</a>. Follow the links
 from terms to see definitions in languages other than English.)</p>
 <p>{:auto_ids}</p>
@@ -560,7 +559,7 @@ <h1>Reference</h1>
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-        <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">
@@ -583,7 +582,7 @@ <h1>Reference</h1>
   "identifier": "https://datacarpentry.github.io/image-processing/instructor/reference.html",
   "dateCreated": "2017-03-14",
   "dateModified": "2023-04-26",
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diff --git a/key-points.html b/key-points.html
index d9c09f8d..eeea488a 100644
--- a/key-points.html
+++ b/key-points.html
@@ -347,10 +347,10 @@ <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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@@ -375,7 +375,7 @@ <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>
 
 
@@ -548,7 +548,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         <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 -->
@@ -571,8 +571,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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   "dateCreated": "2017-03-14",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
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 }
 
   </script><script>
diff --git a/pkgdown.yml b/pkgdown.yml
index 29a9a401..dd76d28e 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,4 +2,4 @@ pandoc: 3.1.11
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+last_built: 2024-08-27T00:06Z
diff --git a/prereqs.html b/prereqs.html
index 87044641..8f03dc15 100644
--- a/prereqs.html
+++ b/prereqs.html
@@ -278,10 +278,10 @@ <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>
@@ -301,7 +301,7 @@ <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">
@@ -445,7 +445,7 @@ <h3 id="python-skills">Python skills<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">
@@ -468,7 +468,7 @@ <h3 id="python-skills">Python skills<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/image-processing/prereqs.html",
   "dateCreated": "2017-03-14",
   "dateModified": "2023-07-26",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/profiles.html b/profiles.html
index dc0a50cf..b521a446 100644
--- a/profiles.html
+++ b/profiles.html
@@ -278,10 +278,10 @@ <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>
@@ -301,7 +301,7 @@ <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">
@@ -341,7 +341,7 @@ <h1>Learner Profiles</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">
@@ -363,8 +363,8 @@ <h1>Learner Profiles</h1>
   "url": "https://datacarpentry.github.io/image-processing/profiles.html",
   "identifier": "https://datacarpentry.github.io/image-processing/profiles.html",
   "dateCreated": "2017-03-14",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
+  "dateModified": "2024-08-27",
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/reference.html b/reference.html
index 3f7f91bd..14a940ad 100644
--- a/reference.html
+++ b/reference.html
@@ -278,10 +278,10 @@ <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>
@@ -301,7 +301,7 @@ <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">
@@ -343,8 +343,7 @@ <h1>Reference</h1>
         </div>
 
         
-<section><h2 class="section-heading" id="glossary">Glossary<a class="anchor" aria-label="anchor" href="#glossary"></a>
-<a class="anchor" aria-label="anchor" href="#glossary"></a></h2>
+<section><h2 class="section-heading" id="glossary">Glossary<a class="anchor" aria-label="anchor" href="#glossary"></a></h2>
 <hr class="half-width"><p>(Some definitions are taken from <a href="https://glosario.carpentries.org" class="external-link">Glosario</a>. Follow the links
 from terms to see definitions in languages other than English.)</p>
 <p>{:auto_ids}</p>
@@ -558,7 +557,7 @@ <h1>Reference</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">
@@ -581,7 +580,7 @@ <h1>Reference</h1>
   "identifier": "https://datacarpentry.github.io/image-processing/reference.html",
   "dateCreated": "2017-03-14",
   "dateModified": "2023-04-26",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>