diff --git a/01-Image_Modalities.html b/01-Image_Modalities.html
index 97a89d9..8d84904 100644
--- a/01-Image_Modalities.html
+++ b/01-Image_Modalities.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">
@@ -379,10 +379,8 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a>
-<a class="anchor" aria-label="anchor" href="#you-are-here"></a></h2>
-<hr class="half-width"><figure><img src="fig/episode_1/Course_flow_1.png" alt="course_flow" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="image-acquisition">Image acquisition<a class="anchor" aria-label="anchor" href="#image-acquisition"></a>
-<a class="anchor" aria-label="anchor" href="#image-acquisition"></a></h2>
+<section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a></h2>
+<hr class="half-width"><figure><img src="fig/episode_1/Course_flow_1.png" alt="course_flow" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="image-acquisition">Image acquisition<a class="anchor" aria-label="anchor" href="#image-acquisition"></a></h2>
 <hr class="half-width"><ol style="list-style-type: decimal"><li><p>The acquisition starts with application of strong magnetic field
 B<sub>0</sub> (e.g. 1.5 or 3.0 Tesla &gt; 10000x earth’s magnetic field)
 which forces the hydrogen nuclei of the abundant water molecules in soft
@@ -410,8 +408,7 @@ <h3 class="card-title">Objectives</h3>
 parameter: echo time (TE)) and how fast you repeat the
 <em>tilt-relax</em> process i.e. RF pulse frequency (design parameter:
 repetition time (TR)).</p></li>
-</ol></section><section><h2 class="section-heading" id="t1-and-t2-relaxation">T1 and T2 relaxation<a class="anchor" aria-label="anchor" href="#t1-and-t2-relaxation"></a>
-<a class="anchor" aria-label="anchor" href="#t1-and-t2-relaxation"></a></h2>
+</ol></section><section><h2 class="section-heading" id="t1-and-t2-relaxation">T1 and T2 relaxation<a class="anchor" aria-label="anchor" href="#t1-and-t2-relaxation"></a></h2>
 <hr class="half-width"><p>Here we see signal from two different tissues as the nuclei are
 tilted and realigned. The figure on the left shows a single nucleus
 (i.e. tiny magnet) being tilted away and then precessing back to the the
@@ -419,13 +416,11 @@ <h3 class="card-title">Objectives</h3>
 corresponding registered T1 and T2 signal profiles for two different
 “tissues”. The difference in their signal intensities results in the
 image contrast.</p>
-<figure><img src="https://user-images.githubusercontent.com/7978607/112332334-08750c80-8c90-11eb-90fc-33956c037a1c.gif" alt="MR_relax" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="brain-tissue-comparison">Brain tissue comparison<a class="anchor" aria-label="anchor" href="#brain-tissue-comparison"></a>
-<a class="anchor" aria-label="anchor" href="#brain-tissue-comparison"></a></h2>
+<figure><img src="https://user-images.githubusercontent.com/7978607/112332334-08750c80-8c90-11eb-90fc-33956c037a1c.gif" alt="MR_relax" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="brain-tissue-comparison">Brain tissue comparison<a class="anchor" aria-label="anchor" href="#brain-tissue-comparison"></a></h2>
 <hr class="half-width"><p>The dotted-black line represents the epoch when you “listen” to the
 signal (i.e. echo time or TE).</p>
 <p><img src="fig/episode_1/relax_tissue_contrast.png" alt="relax_tissue_contrast" class="figure">)</p>
-</section><section><h2 class="section-heading" id="t1w-t2w-and-pd-acquisition">T1w, T2w, and PD acquisition<a class="anchor" aria-label="anchor" href="#t1w-t2w-and-pd-acquisition"></a>
-<a class="anchor" aria-label="anchor" href="#t1w-t2w-and-pd-acquisition"></a></h2>
+</section><section><h2 class="section-heading" id="t1w-t2w-and-pd-acquisition">T1w, T2w, and PD acquisition<a class="anchor" aria-label="anchor" href="#t1w-t2w-and-pd-acquisition"></a></h2>
 <hr class="half-width"><table class="table"><colgroup><col width="14%"><col width="45%"><col width="40%"></colgroup><thead><tr class="header"><th align="center"></th>
 <th align="center">TE short</th>
 <th align="center">TE long (~ T2 of tissue of interest)</th>
@@ -444,8 +439,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="pulse-sequence-parameters-and-image-contrast" class="callout-inner">
-<h3 class="callout-title">pulse sequence parameters and image contrast<a class="anchor" aria-label="anchor" href="#pulse-sequence-parameters-and-image-contrast"></a>
-</h3>
+<h3 class="callout-title">pulse sequence parameters and image contrast</h3>
 <div class="callout-content">
 <p>What are the two basic pulse sequence parameters that impact T1w and
 T2w image contrasts? Which one is larger?</p>
@@ -487,8 +481,7 @@ <h3 id="t1-and-t2-relaxation-times-for-various-tissues">T1 and T2 relaxation tim
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="tissue-type-and-image-contrast" class="callout-inner">
-<h3 class="callout-title">Tissue type and image contrast<a class="anchor" aria-label="anchor" href="#tissue-type-and-image-contrast"></a>
-</h3>
+<h3 class="callout-title">Tissue type and image contrast</h3>
 <div class="callout-content">
 <p>In the T1w image, which one is brighter: White matter, Grey Matter,
 or CSF?</p>
@@ -538,15 +531,12 @@ <h3 id="applications-per-modality">Applications per modality<a class="anchor" ar
 <td align="center">Similar to T2 with the CSF signal suppressed</td>
 <td align="center">Identify demyelination</td>
 </tr></tbody></table></div>
-</section><section><h2 class="section-heading" id="image-acquisition-process-and-parameters">Image acquisition process and parameters<a class="anchor" aria-label="anchor" href="#image-acquisition-process-and-parameters"></a>
-<a class="anchor" aria-label="anchor" href="#image-acquisition-process-and-parameters"></a></h2>
-<hr class="half-width"><figure><img src="fig/episode_1/Pulse_seq.png" alt="Drawing" align="middle" width="1000px" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="what-do-we-want">What do we want?<a class="anchor" aria-label="anchor" href="#what-do-we-want"></a>
-<a class="anchor" aria-label="anchor" href="#what-do-we-want"></a></h2>
+</section><section><h2 class="section-heading" id="image-acquisition-process-and-parameters">Image acquisition process and parameters<a class="anchor" aria-label="anchor" href="#image-acquisition-process-and-parameters"></a></h2>
+<hr class="half-width"><figure><img src="fig/episode_1/Pulse_seq.png" alt="Drawing" align="middle" width="1000px" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="what-do-we-want">What do we want?<a class="anchor" aria-label="anchor" href="#what-do-we-want"></a></h2>
 <hr class="half-width"><ul><li>High image contrast</li>
 <li>High spatial resolution</li>
 <li>Low scan time!</li>
-</ul></section><section><h2 class="section-heading" id="what-can-we-control">What can we control?<a class="anchor" aria-label="anchor" href="#what-can-we-control"></a>
-<a class="anchor" aria-label="anchor" href="#what-can-we-control"></a></h2>
+</ul></section><section><h2 class="section-heading" id="what-can-we-control">What can we control?<a class="anchor" aria-label="anchor" href="#what-can-we-control"></a></h2>
 <hr class="half-width"><div class="section level3">
 <h3 id="magnetic-strengths-1-5t-vs-3t-vs-7t">Magnetic strengths 1.5T vs 3T vs 7T<a class="anchor" aria-label="anchor" href="#magnetic-strengths-1-5t-vs-3t-vs-7t"></a></h3>
 <ul><li>Higher magnetic strength –&gt; better spatial resolution, better SNR
@@ -573,8 +563,7 @@ <h3 id="spatial-encoding-of-the-signal">Spatial encoding of the signal<a class="
 MRIquestions.com</em></p>
 </div>
 </section><section><h2 class="section-heading" id="interacting-with-images-see-this-notebook-for-detailed-example-">Interacting with images (see <a href="code/1_sMRI_modalities.ipynb">this notebook</a> for detailed
-example.)<a class="anchor" aria-label="anchor" href="#interacting-with-images-see-this-notebook-for-detailed-example."></a>
-<a class="anchor" aria-label="anchor" href="#interacting-with-images-see-this-notebook-for-detailed-example-"></a></h2>
+example.)<a class="anchor" aria-label="anchor" href="#interacting-with-images-see-this-notebook-for-detailed-example-"></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>
@@ -608,8 +597,7 @@ <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>Different acquisition techniques will offer better quantification of
 specific brain tissues</li>
@@ -652,7 +640,7 @@ <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">
@@ -675,7 +663,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/01-Image_Modalities.html",
   "dateCreated": "2024-06-25",
   "dateModified": "2024-02-19",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/02-Image_Cleanup.html b/02-Image_Cleanup.html
index 5f88446..395e557 100644
--- a/02-Image_Cleanup.html
+++ b/02-Image_Cleanup.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="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -371,10 +371,8 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a>
-<a class="anchor" aria-label="anchor" href="#you-are-here"></a></h2>
-<hr class="half-width"><figure><img src="fig/episode_2/Course_flow_2.png" alt="course_flow" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="why-do-we-need-image-clean-ups">Why do we need image clean-ups?<a class="anchor" aria-label="anchor" href="#why-do-we-need-image-clean-ups"></a>
-<a class="anchor" aria-label="anchor" href="#why-do-we-need-image-clean-ups"></a></h2>
+<section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a></h2>
+<hr class="half-width"><figure><img src="fig/episode_2/Course_flow_2.png" alt="course_flow" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="why-do-we-need-image-clean-ups">Why do we need image clean-ups?<a class="anchor" aria-label="anchor" href="#why-do-we-need-image-clean-ups"></a></h2>
 <hr class="half-width"><p>Correcting or cleaning-up certain artifacts from the raw
 (i.e. acquired) MR scans is crucial for the successful processing of
 subsequent image normalization tasks as well as the downstream
@@ -411,8 +409,7 @@ <h3 id="intensity-normalization-a-k-a-bias-field-correction-a-k-a--intensity-inh
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="bias-field-correction-quiz" class="callout-inner">
-<h3 class="callout-title">Bias field correction quiz<a class="anchor" aria-label="anchor" href="#bias-field-correction-quiz"></a>
-</h3>
+<h3 class="callout-title">Bias field correction quiz</h3>
 <div class="callout-content">
 <p>What is the difference between bias field and image noise?</p>
 </div>
@@ -544,8 +541,7 @@ <h3 id="example-brain-extractions-pass-fail">Example brain extractions pass / fa
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="brain-extraction-quiz" class="callout-inner">
-<h3 class="callout-title">Brain extraction quiz<a class="anchor" aria-label="anchor" href="#brain-extraction-quiz"></a>
-</h3>
+<h3 class="callout-title">Brain extraction quiz</h3>
 <div class="callout-content">
 <p>Can we use this brain-mask as an estimate for brain volume?</p>
 </div>
@@ -634,8 +630,7 @@ <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>Presence of artifacts can lead to flawed analysis and incorrect
 findings</li>
@@ -679,7 +674,7 @@ <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">
@@ -702,7 +697,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/02-Image_Cleanup.html",
   "dateCreated": "2024-06-25",
   "dateModified": "2024-02-19",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/03-Image_Spatial_Normalization.html b/03-Image_Spatial_Normalization.html
index f9a27cd..0817cae 100644
--- a/03-Image_Spatial_Normalization.html
+++ b/03-Image_Spatial_Normalization.html
@@ -286,10 +286,10 @@ <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>
@@ -309,7 +309,7 @@ <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">
@@ -375,16 +375,13 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a>
-<a class="anchor" aria-label="anchor" href="#you-are-here"></a></h2>
-<hr class="half-width"><figure><img src="fig/episode_3/Course_flow_3.png" alt="course_flow" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="why-do-we-need-spatial-normalization">Why do we need spatial normalization<a class="anchor" aria-label="anchor" href="#why-do-we-need-spatial-normalization"></a>
-<a class="anchor" aria-label="anchor" href="#why-do-we-need-spatial-normalization"></a></h2>
+<section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a></h2>
+<hr class="half-width"><figure><img src="fig/episode_3/Course_flow_3.png" alt="course_flow" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="why-do-we-need-spatial-normalization">Why do we need spatial normalization<a class="anchor" aria-label="anchor" href="#why-do-we-need-spatial-normalization"></a></h2>
 <hr class="half-width"><div class="section level3">
 <h3 id="compare-and-combine-brain-images-across-modalities-individuals-and-studies">Compare and combine brain images across modalities, individuals, and
 studies<a class="anchor" aria-label="anchor" href="#compare-and-combine-brain-images-across-modalities-individuals-and-studies"></a></h3>
 </div>
-</section><section><h2 class="section-heading" id="what-do-we-need-for-spatial-normalization">What do we need for spatial normalization<a class="anchor" aria-label="anchor" href="#what-do-we-need-for-spatial-normalization"></a>
-<a class="anchor" aria-label="anchor" href="#what-do-we-need-for-spatial-normalization"></a></h2>
+</section><section><h2 class="section-heading" id="what-do-we-need-for-spatial-normalization">What do we need for spatial normalization<a class="anchor" aria-label="anchor" href="#what-do-we-need-for-spatial-normalization"></a></h2>
 <hr class="half-width"><div class="section level4">
 <h4 id="a-reference-frame-a-3d-space-that-assigns-xyz-coordinates-to-anatomical-regions-independent-of-voxel-dimensions-">1. A reference frame: A 3D space that assigns x,y,z coordinates to
 anatomical regions (independent of voxel dimensions!).<a class="anchor" aria-label="anchor" href="#a-reference-frame-a-3d-space-that-assigns-xyz-coordinates-to-anatomical-regions-independent-of-voxel-dimensions-"></a></h4>
@@ -396,8 +393,7 @@ <h4 id="a-common-template-a-single-or-an-average-image-volume-as-an-alignment-ta
 <div class="section level4">
 <h4 id="an-image-registration-algorithm">3. An image registration algorithm<a class="anchor" aria-label="anchor" href="#an-image-registration-algorithm"></a></h4>
 </div>
-</section><section><h2 class="section-heading" id="coordinate-systems-and-spaces">1. Coordinate systems and spaces<a class="anchor" aria-label="anchor" href="#coordinate-systems-and-spaces"></a>
-<a class="anchor" aria-label="anchor" href="#coordinate-systems-and-spaces"></a></h2>
+</section><section><h2 class="section-heading" id="coordinate-systems-and-spaces">1. Coordinate systems and spaces<a class="anchor" aria-label="anchor" href="#coordinate-systems-and-spaces"></a></h2>
 <hr class="half-width"><ul><li>World coordinates</li>
 <li>Anatomical coordinates</li>
 <li>Image coordinates</li>
@@ -474,8 +470,7 @@ <h4 id="image-source-1"><em>Image <a href="https://www.slicer.org/wiki/Coordinat
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="quiz-coordinate-systems" class="callout-inner">
-<h3 class="callout-title">Quiz: coordinate systems<a class="anchor" aria-label="anchor" href="#quiz-coordinate-systems"></a>
-</h3>
+<h3 class="callout-title">Quiz: coordinate systems</h3>
 <div class="callout-content">
 <p>What happens when you downsample a MR image?</p>
 </div>
@@ -486,7 +481,7 @@ <h3 class="callout-title">Quiz: coordinate systems<a class="anchor" aria-label="
 <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>Downsampling reduces the number of total voxels in the image.
 Consequently the voxel-spacing is increased as more anatomical space is
@@ -499,8 +494,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="mr-image-templates">2. MR image templates<a class="anchor" aria-label="anchor" href="#mr-image-templates"></a>
-<a class="anchor" aria-label="anchor" href="#mr-image-templates"></a></h2>
+</section><section><h2 class="section-heading" id="mr-image-templates">2. MR image templates<a class="anchor" aria-label="anchor" href="#mr-image-templates"></a></h2>
 <hr class="half-width"><ul><li><p>An anatomical template is an average MR volume whose voxels
 encode the average probability of different tissue classes (e.g. WM, GM,
 and CSF) at particular spatial location. The template creation is an
@@ -578,8 +572,7 @@ <h3 id="t1-templates-mni305-collin27-mni152-linear-mni152-nonlinear">T1 template
 <div class="section level3">
 <h3 id="multimodal-mniicbm152-atlas">Multimodal MNI/ICBM152 atlas<a class="anchor" aria-label="anchor" href="#multimodal-mniicbm152-atlas"></a></h3>
 <figure><img src="fig/episode_3/mni_icbm152_sym_09c_small.jpeg" alt="mni_icbm152" class="figure mx-auto d-block"></figure></div>
-</section><section><h2 class="section-heading" id="image-registration">3. Image registration<a class="anchor" aria-label="anchor" href="#image-registration"></a>
-<a class="anchor" aria-label="anchor" href="#image-registration"></a></h2>
+</section><section><h2 class="section-heading" id="image-registration">3. Image registration<a class="anchor" aria-label="anchor" href="#image-registration"></a></h2>
 <hr class="half-width"><div class="section level4">
 <h4 id="a-process-that-aligns-an-image-from-one-coordinate-space-to-another-">A process that aligns an image from one coordinate space to
 another.<a class="anchor" aria-label="anchor" href="#a-process-that-aligns-an-image-from-one-coordinate-space-to-another-"></a></h4>
@@ -644,8 +637,7 @@ <h4 id="a-process-that-aligns-an-image-from-one-coordinate-space-to-another-">A
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="quiz-image-registration" class="callout-inner">
-<h3 class="callout-title">Quiz: Image registration<a class="anchor" aria-label="anchor" href="#quiz-image-registration"></a>
-</h3>
+<h3 class="callout-title">Quiz: Image registration</h3>
 <div class="callout-content">
 <p>What would the information encoded in the non-linear deformation tell
 you about the subject?</p>
@@ -657,7 +649,7 @@ <h3 class="callout-title">Quiz: Image registration<a class="anchor" aria-label="
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>The deformation fields encode information regarding local
 morphometric brain changes. These can be quantified using “Jacobians” of
@@ -708,8 +700,7 @@ <h3 id="subject-space-vs-reference-space-use-cases">Subject space vs reference s
 <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>Reference coordinate spaces and spatial normalization offer a way to
 map and compare brain anatomy across modalities, individuals, and
@@ -754,7 +745,7 @@ <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">
@@ -777,7 +768,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/03-Image_Spatial_Normalization.html",
   "dateCreated": "2024-06-25",
   "dateModified": "2024-02-19",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/04-Image_Quantification.html b/04-Image_Quantification.html
index 45bc4e0..6033a88 100644
--- a/04-Image_Quantification.html
+++ b/04-Image_Quantification.html
@@ -285,10 +285,10 @@ <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>
@@ -308,7 +308,7 @@ <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">
@@ -376,10 +376,8 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a>
-<a class="anchor" aria-label="anchor" href="#you-are-here"></a></h2>
-<hr class="half-width"><figure><img src="fig/episode_4/Course_flow_4.png" alt="course_flow" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="segmentation-of-brain-tissues">Segmentation of brain tissues<a class="anchor" aria-label="anchor" href="#segmentation-of-brain-tissues"></a>
-<a class="anchor" aria-label="anchor" href="#segmentation-of-brain-tissues"></a></h2>
+<section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a></h2>
+<hr class="half-width"><figure><img src="fig/episode_4/Course_flow_4.png" alt="course_flow" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="segmentation-of-brain-tissues">Segmentation of brain tissues<a class="anchor" aria-label="anchor" href="#segmentation-of-brain-tissues"></a></h2>
 <hr class="half-width"><p>Brain anatomy is different for every individual. Brain tissues are
 typically divided into:</p>
 <ul><li>
@@ -430,8 +428,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="which-software-to-use-for-segmentation-and-parcellation" class="callout-inner">
-<h3 class="callout-title">Which software to use for segmentation and parcellation ?<a class="anchor" aria-label="anchor" href="#which-software-to-use-for-segmentation-and-parcellation"></a>
-</h3>
+<h3 class="callout-title">Which software to use for segmentation and parcellation ?</h3>
 <div class="callout-content">
 <p>Common software to segment volumetric data include <a href="https://fsl.fmrib.ox.ac.uk/fsl/fslwiki" class="external-link">FSL</a>, <a href="https://www.fil.ion.ucl.ac.uk/spm" class="external-link">SPM</a> and <a href="https://stnava.github.io/ANTs" class="external-link">ANTS</a>. One of the most used
 software to segment surface data (in addition of volumetric data) is <a href="https://surfer.nmr.mgh.harvard.edu" class="external-link">Freesurfer</a>. In this
@@ -441,8 +438,7 @@ <h3 class="callout-title">Which software to use for segmentation and parcellatio
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="tissue-segmentation-and-visualization-in-practice">Tissue segmentation and visualization in practice<a class="anchor" aria-label="anchor" href="#tissue-segmentation-and-visualization-in-practice"></a>
-<a class="anchor" aria-label="anchor" href="#tissue-segmentation-and-visualization-in-practice"></a></h2>
+</section><section><h2 class="section-heading" id="tissue-segmentation-and-visualization-in-practice">Tissue segmentation and visualization in practice<a class="anchor" aria-label="anchor" href="#tissue-segmentation-and-visualization-in-practice"></a></h2>
 <hr class="half-width"><p>The tissues can be differentiated according to the MRI signal
 intensity, however as seen in episode 2, the main magnetic field can
 introduce bias and create signal inhomogeneities. It is therefore
@@ -498,8 +494,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="jupyter-notebook-challenge" class="callout-inner">
-<h3 class="callout-title">Jupyter notebook challenge<a class="anchor" aria-label="anchor" href="#jupyter-notebook-challenge"></a>
-</h3>
+<h3 class="callout-title">Jupyter notebook challenge</h3>
 <div class="callout-content">
 <p>Can you modify the code in the Jupyter notebook to plot the histogram
 of the brain before skull-stripping ?</p>
@@ -511,7 +506,7 @@ <h3 class="callout-title">Jupyter notebook challenge<a class="anchor" aria-label
 <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"> Hint </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p>Try to switch the variable of one T1 image for another.</p>
 </div>
@@ -544,8 +539,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="a-simple-matter-of-thresholding" class="callout-inner">
-<h3 class="callout-title">A simple matter of thresholding ?<a class="anchor" aria-label="anchor" href="#a-simple-matter-of-thresholding"></a>
-</h3>
+<h3 class="callout-title">A simple matter of thresholding ?</h3>
 <div class="callout-content">
 <p>From the previous histogram, does the intensity itself seem enough to
 differentiate between different tissue classes ?</p>
@@ -557,7 +551,7 @@ <h3 class="callout-title">A simple matter of thresholding ?<a class="anchor" ari
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>From the shape of the histogram we can see there is some overlap
 between the tissue distributions. Segmentation on intensity alone is
@@ -614,8 +608,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="jupyter-notebook-challenge-1" class="callout-inner">
-<h3 class="callout-title">Jupyter notebook challenge<a class="anchor" aria-label="anchor" href="#jupyter-notebook-challenge-1"></a>
-</h3>
+<h3 class="callout-title">Jupyter notebook challenge</h3>
 <div class="callout-content">
 <p>Can you modify the code in the Jupyter notebook to plot the white
 matter surface ?</p>
@@ -627,7 +620,7 @@ <h3 class="callout-title">Jupyter notebook challenge<a class="anchor" aria-label
 <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"> Hint </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>Try to explore the BIDSLayout output to find the right surface
 file.</p>
@@ -656,8 +649,7 @@ <h3 id="in-disease-such-as-alzheimers-and-multiple-sclerosis">In disease such as
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="segmentation-problems-in-disease" class="callout-inner">
-<h3 class="callout-title">Segmentation problems in disease<a class="anchor" aria-label="anchor" href="#segmentation-problems-in-disease"></a>
-</h3>
+<h3 class="callout-title">Segmentation problems in disease</h3>
 <div class="callout-content">
 <p>What problems do you expect in the tissue segmentation of multiple
 sclerosis images ?</p>
@@ -669,7 +661,7 @@ <h3 class="callout-title">Segmentation problems in disease<a class="anchor" aria
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <p>An algorithm expecting three tissues types may misclassify lesions as
 GM on T1 images. Filling lesions with intensity corresponding to WM is a
@@ -682,8 +674,7 @@ <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </div>
 </div>
 </section><section><h2 class="section-heading" id="segmenting-tissue-classes-into-sub-components-atlasing-parcellation">Segmenting tissue classes into sub-components: atlasing,
-parcellation<a class="anchor" aria-label="anchor" href="#segmenting-tissue-classes-into-sub-components-atlasing-parcellation"></a>
-<a class="anchor" aria-label="anchor" href="#segmenting-tissue-classes-into-sub-components-atlasing-parcellation"></a></h2>
+parcellation<a class="anchor" aria-label="anchor" href="#segmenting-tissue-classes-into-sub-components-atlasing-parcellation"></a></h2>
 <hr class="half-width"><p>A natural step after identifying tissue classes, is sub-dividing the
 tissue(s) of interest into sub-components. GM is commonly split into
 non-overlapping regions of interests (ROIs). This splitting process is
@@ -706,8 +697,7 @@ <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="atlas-vs-parcellation" class="callout-inner">
-<h3 class="callout-title">Atlas vs Parcellation<a class="anchor" aria-label="anchor" href="#atlas-vs-parcellation"></a>
-</h3>
+<h3 class="callout-title">Atlas vs Parcellation</h3>
 <div class="callout-content">
 <p>A parcellation can be defined as the splitting of an object into
 non-overlapping components. Since an atlas divide the brain into
@@ -732,8 +722,7 @@ <h3 class="callout-title">Atlas vs Parcellation<a class="anchor" aria-label="anc
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="probability-atlas-threshold" class="callout-inner">
-<h3 class="callout-title">Probability atlas threshold<a class="anchor" aria-label="anchor" href="#probability-atlas-threshold"></a>
-</h3>
+<h3 class="callout-title">Probability atlas threshold</h3>
 <div class="callout-content">
 <p>Given a probabilistic atlas, is there a single probability threshold
 which would guaranteed each brain volume voxel (or surface vertices) to
@@ -747,7 +736,7 @@ <h3 class="callout-title">Probability atlas threshold<a class="anchor" aria-labe
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
 <div class="accordion-body">
 <p>In virtually all cases no single probability threshold will result in
 each voxel (or vertex) belonging to a unique ROI. A high threshold will
@@ -928,8 +917,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="jupyter-notebook-challenge-2" class="callout-inner">
-<h3 class="callout-title">Jupyter notebook challenge<a class="anchor" aria-label="anchor" href="#jupyter-notebook-challenge-2"></a>
-</h3>
+<h3 class="callout-title">Jupyter notebook challenge</h3>
 <div class="callout-content">
 <p>Can you modify the code in the Jupyter notebook to extract and
 display the right precuneus ?</p>
@@ -941,7 +929,7 @@ <h3 class="callout-title">Jupyter notebook challenge<a class="anchor" aria-label
 <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"> Hint </h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
 <div class="accordion-body">
 <p>This exercise involves a change of both ROI and hemisphere.</p>
 </div>
@@ -958,8 +946,7 @@ <h4 class="accordion-header" id="headingSolution6"> Hint </h4>
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Brain segmentation and parcellation is a key step towards further
 analysis</li>
@@ -1008,7 +995,7 @@ <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">
@@ -1031,7 +1018,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/04-Image_Quantification.html",
   "dateCreated": "2024-06-25",
   "dateModified": "2024-02-19",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/05-Image_QC.html b/05-Image_QC.html
index d2bc3d2..23426a6 100644
--- a/05-Image_QC.html
+++ b/05-Image_QC.html
@@ -283,10 +283,10 @@ <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>
@@ -306,7 +306,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -371,10 +371,8 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a>
-<a class="anchor" aria-label="anchor" href="#you-are-here"></a></h2>
-<hr class="half-width"><figure><img src="fig/episode_5/Course_flow_5.png" alt="course_flow" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="things-that-can-go-wrong">Things that can go wrong…<a class="anchor" aria-label="anchor" href="#things-that-can-go-wrong"></a>
-<a class="anchor" aria-label="anchor" href="#things-that-can-go-wrong"></a></h2>
+<section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a></h2>
+<hr class="half-width"><figure><img src="fig/episode_5/Course_flow_5.png" alt="course_flow" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="things-that-can-go-wrong">Things that can go wrong…<a class="anchor" aria-label="anchor" href="#things-that-can-go-wrong"></a></h2>
 <hr class="half-width"><div class="section level3">
 <h3 id="acquistion">Acquistion<a class="anchor" aria-label="anchor" href="#acquistion"></a></h3>
 <div class="section level4">
@@ -403,8 +401,7 @@ <h3 id="quantification">Quantification<a class="anchor" aria-label="anchor" href
 and <a href="https://www.sciencedirect.com/science/article/pii/S1053811914001840?via%3Dihub" class="external-link">cerebellar</a>
 for segmentation method details.</em></p>
 </div>
-</section><section><h2 class="section-heading" id="automatic-qc-tools">Automatic QC tools<a class="anchor" aria-label="anchor" href="#automatic-qc-tools"></a>
-<a class="anchor" aria-label="anchor" href="#automatic-qc-tools"></a></h2>
+</section><section><h2 class="section-heading" id="automatic-qc-tools">Automatic QC tools<a class="anchor" aria-label="anchor" href="#automatic-qc-tools"></a></h2>
 <hr class="half-width"><div class="section level3">
 <h3 id="using-reports-from-exisiting-pipelines-httpsfmriprep-orgenstable_staticsample_report-html">Using reports from exisiting pipelines: <a href="https://fmriprep.org/en/stable/_static/sample_report.html" class="external-link">https://fmriprep.org/en/stable/_static/sample_report.html</a>
 <a class="anchor" aria-label="anchor" href="#using-reports-from-exisiting-pipelines-httpsfmriprep-orgenstable_staticsample_report-html"></a></h3>
@@ -441,8 +438,7 @@ <h4 id="visualqc-assistive-tool-to-improve-the-quality-control-workflow-of-neuro
 <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>Image processing failures happen! It is important to perform
 systematic quality control to minimize biases</li>
@@ -487,7 +483,7 @@ <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">
@@ -510,7 +506,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/05-Image_QC.html",
   "dateCreated": "2024-06-25",
   "dateModified": "2024-02-19",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/06-Statistical_Analysis.html b/06-Statistical_Analysis.html
index 34cd8f7..a9ef241 100644
--- a/06-Statistical_Analysis.html
+++ b/06-Statistical_Analysis.html
@@ -286,10 +286,10 @@ <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>
@@ -309,7 +309,7 @@ <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">
@@ -380,16 +380,14 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a>
-<a class="anchor" aria-label="anchor" href="#you-are-here"></a></h2>
+<section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a></h2>
 <hr class="half-width"><figure><img src="fig/episode_6/Course_flow_6.png" alt="course_flow" class="figure mx-auto d-block"></figure><p>All the previous episodes presented the required steps to arrive at a
 stage where the data is ready for metrics extraction and statistical
 analysis. In this episode we will introduce common metrics used to
 characterize the brain structure and morphology, and we will investigate
 statistical approaches to assess if age related brain changes can be
 found in a cohort of young adults.</p>
-</section><section><h2 class="section-heading" id="quantifying-tissue-properties">Quantifying tissue properties<a class="anchor" aria-label="anchor" href="#quantifying-tissue-properties"></a>
-<a class="anchor" aria-label="anchor" href="#quantifying-tissue-properties"></a></h2>
+</section><section><h2 class="section-heading" id="quantifying-tissue-properties">Quantifying tissue properties<a class="anchor" aria-label="anchor" href="#quantifying-tissue-properties"></a></h2>
 <hr class="half-width"><p>As seen in previous episodes, brain structural data can be
 represented as volumes or surfaces. Each of these representations are
 associated to different characteristics. In this episode we will look
@@ -561,8 +559,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="jupyter-notebook-challenge" class="callout-inner">
-<h3 class="callout-title">Jupyter notebook challenge<a class="anchor" aria-label="anchor" href="#jupyter-notebook-challenge"></a>
-</h3>
+<h3 class="callout-title">Jupyter notebook challenge</h3>
 <div class="callout-content">
 <p>Taking into account partial volume, can you measure the volume of the
 Left Caudate ? And if you feel adventurous of the Left Lateral ventricle
@@ -577,7 +574,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Hint
   </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p>Use the Freesurfer LUT to identify the correct ROI index. For the
 lateral ventricle, make sure you use the appropriate tissue type to
@@ -785,8 +782,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <figure><img src="fig/episode_6/group_cortical_thickness_boxplot.png" alt="Group cortical thickness boxplot" class="figure mx-auto d-block"></figure></div>
 </div>
 </section><section><h2 class="section-heading" id="statistical-analysis-cortical-thickness-analysis-based-on-a-surface-atlas">Statistical analysis: cortical thickness analysis based on a surface
-atlas<a class="anchor" aria-label="anchor" href="#statistical-analysis-cortical-thickness-analysis-based-on-a-surface-atlas"></a>
-<a class="anchor" aria-label="anchor" href="#statistical-analysis-cortical-thickness-analysis-based-on-a-surface-atlas"></a></h2>
+atlas<a class="anchor" aria-label="anchor" href="#statistical-analysis-cortical-thickness-analysis-based-on-a-surface-atlas"></a></h2>
 <hr class="half-width"><p>Can we measure cortical thickness changes with age in young adults
 ?</p>
 <p>Now that we have cortical thickness measures, we can try to answer
@@ -829,8 +825,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="jupyter-notebook-challenge-1" class="callout-inner">
-<h3 class="callout-title">Jupyter notebook challenge<a class="anchor" aria-label="anchor" href="#jupyter-notebook-challenge-1"></a>
-</h3>
+<h3 class="callout-title">Jupyter notebook challenge</h3>
 <div class="callout-content">
 <p>As the name of our dataframe implies, there may be an issue with the
 data. Can you spot it ?</p>
@@ -844,7 +839,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Hint
   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>You’ll need to use your <code>pandas</code>-fu for this exercise.
 Check for NA (aka missing) values in your <code>pandas</code> dataframe.
@@ -859,8 +854,7 @@ <h4 class="accordion-header" id="headingSolution2">
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="jupyter-notebook-challenge-2" class="callout-inner">
-<h3 class="callout-title">Jupyter notebook challenge<a class="anchor" aria-label="anchor" href="#jupyter-notebook-challenge-2"></a>
-</h3>
+<h3 class="callout-title">Jupyter notebook challenge</h3>
 <div class="callout-content">
 <p>If you spotted the issue in the previous challenge, what would you
 propose to solve it ?</p>
@@ -874,7 +868,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Hint
   </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>Data imputation can be applied to appropriate columns, with the
 <code>fillna()</code> method. You may be interested in the
@@ -987,8 +981,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="rapid-statistical-interpretation" class="callout-inner">
-<h3 class="callout-title">Rapid statistical interpretation<a class="anchor" aria-label="anchor" href="#rapid-statistical-interpretation"></a>
-</h3>
+<h3 class="callout-title">Rapid statistical interpretation</h3>
 <div class="callout-content">
 <p>Can you provide one sentence summarizing the results of the OLS model
 regarding cortical thickness and age ?</p>
@@ -1126,8 +1119,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <figure><img src="fig/episode_6/ct_age_tvals_left_hemi.png" alt="Cortical thickness vs age - surface t values on left hemi" class="figure mx-auto d-block"></figure><figure><img src="fig/episode_6/ct_age_tvals_right_hemi.png" alt="Cortical thickness vs age - surface t values on right hemi" class="figure mx-auto d-block"></figure></div>
 </section><section><h2 class="section-heading" id="statistical-analysis-local-gm-changes-assessed-with-voxel-based-morphometry-vbm">Statistical analysis: local GM changes assessed with Voxel Based
-Morphometry (VBM)<a class="anchor" aria-label="anchor" href="#statistical-analysis-local-gm-changes-assessed-with-voxel-based-morphometry-vbm"></a>
-<a class="anchor" aria-label="anchor" href="#statistical-analysis-local-gm-changes-assessed-with-voxel-based-morphometry-vbm"></a></h2>
+Morphometry (VBM)<a class="anchor" aria-label="anchor" href="#statistical-analysis-local-gm-changes-assessed-with-voxel-based-morphometry-vbm"></a></h2>
 <hr class="half-width"><p>Relying on an atlas to identify and characterize brain changes or/and
 group differences is a common practice. While it offers more statistical
 power by limiting the comparisons to a limited set of regions, it
@@ -1159,8 +1151,7 @@ <h4 id="template-creation">Template creation<a class="anchor" aria-label="anchor
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="how-to-create-a-template" class="callout-inner">
-<h3 class="callout-title">How to create a template ?<a class="anchor" aria-label="anchor" href="#how-to-create-a-template"></a>
-</h3>
+<h3 class="callout-title">How to create a template ?</h3>
 <div class="callout-content">
 <p>We want to create a template on which to align the GM probability
 maps of all our subjects. Do you have an idea on how to create this
@@ -1175,7 +1166,7 @@ <h4 class="accordion-header" id="headingSolution4">
   Hint
   </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <p>You can have a look at the outputs generated by
 <code>smriprep/fmriprep</code>.</p>
@@ -1276,8 +1267,7 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="jupyter-notebook-challenge-3" class="callout-inner">
-<h3 class="callout-title">Jupyter notebook challenge<a class="anchor" aria-label="anchor" href="#jupyter-notebook-challenge-3"></a>
-</h3>
+<h3 class="callout-title">Jupyter notebook challenge</h3>
 <div class="callout-content">
 <p>Considering the definition of J output by FSL. In place of the
 question mark (?), what should be in the code below the mathematical
@@ -1539,8 +1529,7 @@ <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>Multiple volumetric and surface metrics exist to characterize brain
 structure morphology</li>
@@ -1589,7 +1578,7 @@ <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">
@@ -1612,7 +1601,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/06-Statistical_Analysis.html",
   "dateCreated": "2024-06-25",
   "dateModified": "2024-02-19",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/07-Reproducibility.html b/07-Reproducibility.html
index 782d276..643c441 100644
--- a/07-Reproducibility.html
+++ b/07-Reproducibility.html
@@ -285,10 +285,10 @@ <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>
@@ -308,7 +308,7 @@ <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">
@@ -372,10 +372,8 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a>
-<a class="anchor" aria-label="anchor" href="#you-are-here"></a></h2>
-<hr class="half-width"><figure><img src="fig/episode_7/Course_flow_7.png" alt="course_flow" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="mr-image-processing-pipeline-selection-choices">MR image processing pipeline selection choices<a class="anchor" aria-label="anchor" href="#mr-image-processing-pipeline-selection-choices"></a>
-<a class="anchor" aria-label="anchor" href="#mr-image-processing-pipeline-selection-choices"></a></h2>
+<section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a></h2>
+<hr class="half-width"><figure><img src="fig/episode_7/Course_flow_7.png" alt="course_flow" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="mr-image-processing-pipeline-selection-choices">MR image processing pipeline selection choices<a class="anchor" aria-label="anchor" href="#mr-image-processing-pipeline-selection-choices"></a></h2>
 <hr class="half-width"><ul><li>
 <p>Compute environment</p>
 <ul><li>OS / system math libararies</li>
@@ -397,23 +395,20 @@ <h3 class="card-title">Objectives</h3>
 <ul><li>Templates</li>
 <li>Atlases/parcellations: ROI definitions</li>
 </ul></li>
-</ul></section><section><h2 class="section-heading" id="example-software-analysis">Example software analysis<a class="anchor" aria-label="anchor" href="#example-software-analysis"></a>
-<a class="anchor" aria-label="anchor" href="#example-software-analysis"></a></h2>
+</ul></section><section><h2 class="section-heading" id="example-software-analysis">Example software analysis<a class="anchor" aria-label="anchor" href="#example-software-analysis"></a></h2>
 <hr class="half-width"><div class="section level3">
 <h3 id="task-compare-cortical-thickness-between-freesurfer-and-civet">Task: compare cortical thickness between FreeSurfer and CIVET<a class="anchor" aria-label="anchor" href="#task-compare-cortical-thickness-between-freesurfer-and-civet"></a></h3>
 <figure><img src="fig/episode_7/Reproducibility.png" alt="Drawing" align="middle" width="700px" class="figure mx-auto d-block"></figure><p><em>Note: See <a href="%5Bhttps://academic.oup.com/cercor/article/30/9/5014/5831485%5D" class="external-link">this</a>
 for details on brain plots</em></p>
 </div>
-</section><section><h2 class="section-heading" id="correlation-between-thickness-measurements">Correlation between thickness measurements:<a class="anchor" aria-label="anchor" href="#correlation-between-thickness-measurements"></a>
-<a class="anchor" aria-label="anchor" href="#correlation-between-thickness-measurements"></a></h2>
+</section><section><h2 class="section-heading" id="correlation-between-thickness-measurements">Correlation between thickness measurements:<a class="anchor" aria-label="anchor" href="#correlation-between-thickness-measurements"></a></h2>
 <hr class="half-width"><div class="section level3">
 <h3 id="software-freesurfer-v5-1-v5-3-v6-0-civet-2-1-and-ants">Software: FreeSurfer (v5.1, v5.3, v6.0), CIVET (2.1) and ANTs<a class="anchor" aria-label="anchor" href="#software-freesurfer-v5-1-v5-3-v6-0-civet-2-1-and-ants"></a></h3>
 </div>
 <div class="section level3">
 <h3 id="parcellation-dkt">Parcellation: DKT<a class="anchor" aria-label="anchor" href="#parcellation-dkt"></a></h3>
 <figure><img src="fig/episode_7/CT_compare_software.png" alt="Drawing" align="middle" width="700px" class="figure mx-auto d-block"></figure></div>
-</section><section><h2 class="section-heading" id="possible-choices-for-freesurfer-parcellations">Possible choices for FreeSurfer parcellations<a class="anchor" aria-label="anchor" href="#possible-choices-for-freesurfer-parcellations"></a>
-<a class="anchor" aria-label="anchor" href="#possible-choices-for-freesurfer-parcellations"></a></h2>
+</section><section><h2 class="section-heading" id="possible-choices-for-freesurfer-parcellations">Possible choices for FreeSurfer parcellations<a class="anchor" aria-label="anchor" href="#possible-choices-for-freesurfer-parcellations"></a></h2>
 <hr class="half-width"><div class="section level3">
 <h3 id="different-parcellation-different-results">Different parcellation different results?<a class="anchor" aria-label="anchor" href="#different-parcellation-different-results"></a></h3>
 </div>
@@ -428,8 +423,7 @@ <h3 id="inference-pertaining-to-neuroantomical-differences-andor-prediction-mode
 <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>It is crucial to assess biological vs methodological variation in
 your findings to avoid reproducibility crisis.</li>
@@ -473,7 +467,7 @@ <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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@@ -496,7 +490,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/07-Reproducibility.html",
   "dateCreated": "2024-06-25",
   "dateModified": "2024-02-19",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/404.html b/404.html
index 9979afc..b97ba9d 100644
--- a/404.html
+++ b/404.html
@@ -287,10 +287,10 @@ <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>
@@ -311,7 +311,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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             </div>
-            <hr class="half-width resources"><a href="https://carpentries-incubator.github.io/SDC-BIDS-sMRI/aio.html" class="external-link">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="https://carpentries-incubator.github.io/SDC-BIDS-sMRI/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">
@@ -328,8 +328,7 @@ <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
@@ -364,7 +363,7 @@ <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>
-        <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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@@ -386,8 +385,8 @@ <h1>Page not found</h1>
   "url": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/404.html",
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/404.html",
   "dateCreated": "2024-06-25",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
+  "dateModified": "2024-08-27",
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index 7cd6bef..d7a21e1 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -270,10 +270,10 @@ <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>
@@ -293,7 +293,7 @@ <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">
@@ -381,7 +381,7 @@ <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>
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@@ -404,7 +404,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/CODE_OF_CONDUCT.html",
   "dateCreated": "2024-06-25",
   "dateModified": "2024-02-19",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index 863af03..70f3a05 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -270,10 +270,10 @@ <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>
@@ -293,7 +293,7 @@ <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">
@@ -336,8 +336,7 @@ <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
@@ -370,8 +369,7 @@ <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>
@@ -391,8 +389,7 @@ <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>
@@ -432,7 +429,7 @@ <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">
@@ -455,7 +452,7 @@ <h1>Licenses</h1>
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/LICENSE.html",
   "dateCreated": "2024-06-25",
   "dateModified": "2024-02-19",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index ac6c6cd..a6d93cd 100644
--- a/aio.html
+++ b/aio.html
@@ -330,10 +330,10 @@ <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>
@@ -356,7 +356,7 @@ <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>
 
 
@@ -416,11 +416,9 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a>
-<a class="anchor" aria-label="anchor" href="#you-are-here"></a>
 </h2>
 <hr class="half-width">
 <figure><img src="fig/episode_1/Course_flow_1.png" alt="course_flow" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="image-acquisition">Image acquisition<a class="anchor" aria-label="anchor" href="#image-acquisition"></a>
-<a class="anchor" aria-label="anchor" href="#image-acquisition"></a>
 </h2>
 <hr class="half-width">
 <ol style="list-style-type: decimal">
@@ -452,7 +450,6 @@ <h3 class="card-title">Objectives</h3>
 <em>tilt-relax</em> process i.e. RF pulse frequency (design parameter:
 repetition time (TR)).</p></li>
 </ol></section><section><h2 class="section-heading" id="t1-and-t2-relaxation">T1 and T2 relaxation<a class="anchor" aria-label="anchor" href="#t1-and-t2-relaxation"></a>
-<a class="anchor" aria-label="anchor" href="#t1-and-t2-relaxation"></a>
 </h2>
 <hr class="half-width">
 <p>Here we see signal from two different tissues as the nuclei are
@@ -463,14 +460,12 @@ <h3 class="card-title">Objectives</h3>
 “tissues”. The difference in their signal intensities results in the
 image contrast.</p>
 <figure><img src="https://user-images.githubusercontent.com/7978607/112332334-08750c80-8c90-11eb-90fc-33956c037a1c.gif" alt="MR_relax" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="brain-tissue-comparison">Brain tissue comparison<a class="anchor" aria-label="anchor" href="#brain-tissue-comparison"></a>
-<a class="anchor" aria-label="anchor" href="#brain-tissue-comparison"></a>
 </h2>
 <hr class="half-width">
 <p>The dotted-black line represents the epoch when you “listen” to the
 signal (i.e. echo time or TE).</p>
 <p><img src="fig/episode_1/relax_tissue_contrast.png" alt="relax_tissue_contrast" class="figure">)</p>
 </section><section><h2 class="section-heading" id="t1w-t2w-and-pd-acquisition">T1w, T2w, and PD acquisition<a class="anchor" aria-label="anchor" href="#t1w-t2w-and-pd-acquisition"></a>
-<a class="anchor" aria-label="anchor" href="#t1w-t2w-and-pd-acquisition"></a>
 </h2>
 <hr class="half-width">
 <table class="table">
@@ -506,8 +501,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="pulse-sequence-parameters-and-image-contrast" class="callout-inner">
-<h3 class="callout-title">pulse sequence parameters and image contrast<a class="anchor" aria-label="anchor" href="#pulse-sequence-parameters-and-image-contrast"></a>
-</h3>
+<h3 class="callout-title">pulse sequence parameters and image contrast</h3>
 <div class="callout-content">
 <p>What are the two basic pulse sequence parameters that impact T1w and
 T2w image contrasts? Which one is larger?</p>
@@ -569,8 +563,7 @@ <h3 id="t1-and-t2-relaxation-times-for-various-tissues">T1 and T2 relaxation tim
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="tissue-type-and-image-contrast" class="callout-inner">
-<h3 class="callout-title">Tissue type and image contrast<a class="anchor" aria-label="anchor" href="#tissue-type-and-image-contrast"></a>
-</h3>
+<h3 class="callout-title">Tissue type and image contrast</h3>
 <div class="callout-content">
 <p>In the T1w image, which one is brighter: White matter, Grey Matter,
 or CSF?</p>
@@ -652,11 +645,9 @@ <h3 id="applications-per-modality">Applications per modality<a class="anchor" ar
 </table>
 </div>
 </section><section><h2 class="section-heading" id="image-acquisition-process-and-parameters">Image acquisition process and parameters<a class="anchor" aria-label="anchor" href="#image-acquisition-process-and-parameters"></a>
-<a class="anchor" aria-label="anchor" href="#image-acquisition-process-and-parameters"></a>
 </h2>
 <hr class="half-width">
 <figure><img src="fig/episode_1/Pulse_seq.png" alt="Drawing" align="middle" width="1000px" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="what-do-we-want">What do we want?<a class="anchor" aria-label="anchor" href="#what-do-we-want"></a>
-<a class="anchor" aria-label="anchor" href="#what-do-we-want"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -664,7 +655,6 @@ <h3 id="applications-per-modality">Applications per modality<a class="anchor" ar
 <li>High spatial resolution</li>
 <li>Low scan time!</li>
 </ul></section><section><h2 class="section-heading" id="what-can-we-control">What can we control?<a class="anchor" aria-label="anchor" href="#what-can-we-control"></a>
-<a class="anchor" aria-label="anchor" href="#what-can-we-control"></a>
 </h2>
 <hr class="half-width">
 <div class="section level3">
@@ -712,8 +702,7 @@ <h3 id="spatial-encoding-of-the-signal">Spatial encoding of the signal<a class="
 MRIquestions.com</em></p>
 </div>
 </section><section><h2 class="section-heading" id="interacting-with-images-see-this-notebook-for-detailed-example-">Interacting with images (see <a href="code/1_sMRI_modalities.ipynb">this notebook</a> for detailed
-example.)<a class="anchor" aria-label="anchor" href="#interacting-with-images-see-this-notebook-for-detailed-example."></a>
-<a class="anchor" aria-label="anchor" href="#interacting-with-images-see-this-notebook-for-detailed-example-"></a>
+example.)<a class="anchor" aria-label="anchor" href="#interacting-with-images-see-this-notebook-for-detailed-example-"></a>
 </h2>
 <hr class="half-width">
 <div class="codewrapper sourceCode" id="cb1">
@@ -759,8 +748,7 @@ <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>Different acquisition techniques will offer better quantification of
@@ -805,11 +793,9 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a>
-<a class="anchor" aria-label="anchor" href="#you-are-here"></a>
 </h2>
 <hr class="half-width">
 <figure><img src="fig/episode_2/Course_flow_2.png" alt="course_flow" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="why-do-we-need-image-clean-ups">Why do we need image clean-ups?<a class="anchor" aria-label="anchor" href="#why-do-we-need-image-clean-ups"></a>
-<a class="anchor" aria-label="anchor" href="#why-do-we-need-image-clean-ups"></a>
 </h2>
 <hr class="half-width">
 <p>Correcting or cleaning-up certain artifacts from the raw
@@ -853,8 +839,7 @@ <h3 id="intensity-normalization-a-k-a-bias-field-correction-a-k-a--intensity-inh
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="bias-field-correction-quiz" class="callout-inner">
-<h3 class="callout-title">Bias field correction quiz<a class="anchor" aria-label="anchor" href="#bias-field-correction-quiz"></a>
-</h3>
+<h3 class="callout-title">Bias field correction quiz</h3>
 <div class="callout-content">
 <p>What is the difference between bias field and image noise?</p>
 </div>
@@ -1020,8 +1005,7 @@ <h3 id="example-brain-extractions-pass-fail">Example brain extractions pass / fa
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="brain-extraction-quiz" class="callout-inner">
-<h3 class="callout-title">Brain extraction quiz<a class="anchor" aria-label="anchor" href="#brain-extraction-quiz"></a>
-</h3>
+<h3 class="callout-title">Brain extraction quiz</h3>
 <div class="callout-content">
 <p>Can we use this brain-mask as an estimate for brain volume?</p>
 </div>
@@ -1126,8 +1110,7 @@ <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>Presence of artifacts can lead to flawed analysis and incorrect
@@ -1173,11 +1156,9 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a>
-<a class="anchor" aria-label="anchor" href="#you-are-here"></a>
 </h2>
 <hr class="half-width">
 <figure><img src="fig/episode_3/Course_flow_3.png" alt="course_flow" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="why-do-we-need-spatial-normalization">Why do we need spatial normalization<a class="anchor" aria-label="anchor" href="#why-do-we-need-spatial-normalization"></a>
-<a class="anchor" aria-label="anchor" href="#why-do-we-need-spatial-normalization"></a>
 </h2>
 <hr class="half-width">
 <div class="section level3">
@@ -1186,7 +1167,6 @@ <h3 id="compare-and-combine-brain-images-across-modalities-individuals-and-studi
 </h3>
 </div>
 </section><section><h2 class="section-heading" id="what-do-we-need-for-spatial-normalization">What do we need for spatial normalization<a class="anchor" aria-label="anchor" href="#what-do-we-need-for-spatial-normalization"></a>
-<a class="anchor" aria-label="anchor" href="#what-do-we-need-for-spatial-normalization"></a>
 </h2>
 <hr class="half-width">
 <div class="section level4">
@@ -1204,7 +1184,6 @@ <h4 id="an-image-registration-algorithm">3. An image registration algorithm<a cl
 </h4>
 </div>
 </section><section><h2 class="section-heading" id="coordinate-systems-and-spaces">1. Coordinate systems and spaces<a class="anchor" aria-label="anchor" href="#coordinate-systems-and-spaces"></a>
-<a class="anchor" aria-label="anchor" href="#coordinate-systems-and-spaces"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -1308,8 +1287,7 @@ <h4 id="image-source-1">
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="quiz-coordinate-systems" class="callout-inner">
-<h3 class="callout-title">Quiz: coordinate systems<a class="anchor" aria-label="anchor" href="#quiz-coordinate-systems"></a>
-</h3>
+<h3 class="callout-title">Quiz: coordinate systems</h3>
 <div class="callout-content">
 <p>What happens when you downsample a MR image?</p>
 </div>
@@ -1320,7 +1298,7 @@ <h3 class="callout-title">Quiz: coordinate systems<a class="anchor" aria-label="
 <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>Downsampling reduces the number of total voxels in the image.
 Consequently the voxel-spacing is increased as more anatomical space is
@@ -1334,7 +1312,6 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </div>
 </div>
 </section><section><h2 class="section-heading" id="mr-image-templates">2. MR image templates<a class="anchor" aria-label="anchor" href="#mr-image-templates"></a>
-<a class="anchor" aria-label="anchor" href="#mr-image-templates"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -1439,7 +1416,6 @@ <h3 id="multimodal-mniicbm152-atlas">Multimodal MNI/ICBM152 atlas<a class="ancho
 <figure><img src="fig/episode_3/mni_icbm152_sym_09c_small.jpeg" alt="mni_icbm152" class="figure mx-auto d-block"></figure>
 </div>
 </section><section><h2 class="section-heading" id="image-registration">3. Image registration<a class="anchor" aria-label="anchor" href="#image-registration"></a>
-<a class="anchor" aria-label="anchor" href="#image-registration"></a>
 </h2>
 <hr class="half-width">
 <div class="section level4">
@@ -1548,8 +1524,7 @@ <h4 id="a-process-that-aligns-an-image-from-one-coordinate-space-to-another-">A
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="quiz-image-registration" class="callout-inner">
-<h3 class="callout-title">Quiz: Image registration<a class="anchor" aria-label="anchor" href="#quiz-image-registration"></a>
-</h3>
+<h3 class="callout-title">Quiz: Image registration</h3>
 <div class="callout-content">
 <p>What would the information encoded in the non-linear deformation tell
 you about the subject?</p>
@@ -1561,7 +1536,7 @@ <h3 class="callout-title">Quiz: Image registration<a class="anchor" aria-label="
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>The deformation fields encode information regarding local
 morphometric brain changes. These can be quantified using “Jacobians” of
@@ -1615,8 +1590,7 @@ <h3 id="subject-space-vs-reference-space-use-cases">Subject space vs reference s
 <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>Reference coordinate spaces and spatial normalization offer a way to
@@ -1665,11 +1639,9 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a>
-<a class="anchor" aria-label="anchor" href="#you-are-here"></a>
 </h2>
 <hr class="half-width">
 <figure><img src="fig/episode_4/Course_flow_4.png" alt="course_flow" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="segmentation-of-brain-tissues">Segmentation of brain tissues<a class="anchor" aria-label="anchor" href="#segmentation-of-brain-tissues"></a>
-<a class="anchor" aria-label="anchor" href="#segmentation-of-brain-tissues"></a>
 </h2>
 <hr class="half-width">
 <p>Brain anatomy is different for every individual. Brain tissues are
@@ -1728,8 +1700,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="which-software-to-use-for-segmentation-and-parcellation" class="callout-inner">
-<h3 class="callout-title">Which software to use for segmentation and parcellation ?<a class="anchor" aria-label="anchor" href="#which-software-to-use-for-segmentation-and-parcellation"></a>
-</h3>
+<h3 class="callout-title">Which software to use for segmentation and parcellation ?</h3>
 <div class="callout-content">
 <p>Common software to segment volumetric data include <a href="https://fsl.fmrib.ox.ac.uk/fsl/fslwiki" class="external-link">FSL</a>, <a href="https://www.fil.ion.ucl.ac.uk/spm" class="external-link">SPM</a> and <a href="https://stnava.github.io/ANTs" class="external-link">ANTS</a>. One of the most used
 software to segment surface data (in addition of volumetric data) is <a href="https://surfer.nmr.mgh.harvard.edu" class="external-link">Freesurfer</a>. In this
@@ -1740,7 +1711,6 @@ <h3 class="callout-title">Which software to use for segmentation and parcellatio
 </div>
 </div>
 </section><section><h2 class="section-heading" id="tissue-segmentation-and-visualization-in-practice">Tissue segmentation and visualization in practice<a class="anchor" aria-label="anchor" href="#tissue-segmentation-and-visualization-in-practice"></a>
-<a class="anchor" aria-label="anchor" href="#tissue-segmentation-and-visualization-in-practice"></a>
 </h2>
 <hr class="half-width">
 <p>The tissues can be differentiated according to the MRI signal
@@ -1799,8 +1769,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="jupyter-notebook-challenge" class="callout-inner">
-<h3 class="callout-title">Jupyter notebook challenge<a class="anchor" aria-label="anchor" href="#jupyter-notebook-challenge"></a>
-</h3>
+<h3 class="callout-title">Jupyter notebook challenge</h3>
 <div class="callout-content">
 <p>Can you modify the code in the Jupyter notebook to plot the histogram
 of the brain before skull-stripping ?</p>
@@ -1812,7 +1781,7 @@ <h3 class="callout-title">Jupyter notebook challenge<a class="anchor" aria-label
 <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"> Hint </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p>Try to switch the variable of one T1 image for another.</p>
 </div>
@@ -1845,8 +1814,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="a-simple-matter-of-thresholding" class="callout-inner">
-<h3 class="callout-title">A simple matter of thresholding ?<a class="anchor" aria-label="anchor" href="#a-simple-matter-of-thresholding"></a>
-</h3>
+<h3 class="callout-title">A simple matter of thresholding ?</h3>
 <div class="callout-content">
 <p>From the previous histogram, does the intensity itself seem enough to
 differentiate between different tissue classes ?</p>
@@ -1858,7 +1826,7 @@ <h3 class="callout-title">A simple matter of thresholding ?<a class="anchor" ari
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>From the shape of the histogram we can see there is some overlap
 between the tissue distributions. Segmentation on intensity alone is
@@ -1919,8 +1887,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="jupyter-notebook-challenge-1" class="callout-inner">
-<h3 class="callout-title">Jupyter notebook challenge<a class="anchor" aria-label="anchor" href="#jupyter-notebook-challenge-1"></a>
-</h3>
+<h3 class="callout-title">Jupyter notebook challenge</h3>
 <div class="callout-content">
 <p>Can you modify the code in the Jupyter notebook to plot the white
 matter surface ?</p>
@@ -1932,7 +1899,7 @@ <h3 class="callout-title">Jupyter notebook challenge<a class="anchor" aria-label
 <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"> Hint </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>Try to explore the BIDSLayout output to find the right surface
 file.</p>
@@ -1962,8 +1929,7 @@ <h3 id="in-disease-such-as-alzheimers-and-multiple-sclerosis">In disease such as
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="segmentation-problems-in-disease" class="callout-inner">
-<h3 class="callout-title">Segmentation problems in disease<a class="anchor" aria-label="anchor" href="#segmentation-problems-in-disease"></a>
-</h3>
+<h3 class="callout-title">Segmentation problems in disease</h3>
 <div class="callout-content">
 <p>What problems do you expect in the tissue segmentation of multiple
 sclerosis images ?</p>
@@ -1975,7 +1941,7 @@ <h3 class="callout-title">Segmentation problems in disease<a class="anchor" aria
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <p>An algorithm expecting three tissues types may misclassify lesions as
 GM on T1 images. Filling lesions with intensity corresponding to WM is a
@@ -1989,7 +1955,6 @@ <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </div>
 </section><section><h2 class="section-heading" id="segmenting-tissue-classes-into-sub-components-atlasing-parcellation">Segmenting tissue classes into sub-components: atlasing,
 parcellation<a class="anchor" aria-label="anchor" href="#segmenting-tissue-classes-into-sub-components-atlasing-parcellation"></a>
-<a class="anchor" aria-label="anchor" href="#segmenting-tissue-classes-into-sub-components-atlasing-parcellation"></a>
 </h2>
 <hr class="half-width">
 <p>A natural step after identifying tissue classes, is sub-dividing the
@@ -2014,8 +1979,7 @@ <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="atlas-vs-parcellation" class="callout-inner">
-<h3 class="callout-title">Atlas vs Parcellation<a class="anchor" aria-label="anchor" href="#atlas-vs-parcellation"></a>
-</h3>
+<h3 class="callout-title">Atlas vs Parcellation</h3>
 <div class="callout-content">
 <p>A parcellation can be defined as the splitting of an object into
 non-overlapping components. Since an atlas divide the brain into
@@ -2040,8 +2004,7 @@ <h3 class="callout-title">Atlas vs Parcellation<a class="anchor" aria-label="anc
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="probability-atlas-threshold" class="callout-inner">
-<h3 class="callout-title">Probability atlas threshold<a class="anchor" aria-label="anchor" href="#probability-atlas-threshold"></a>
-</h3>
+<h3 class="callout-title">Probability atlas threshold</h3>
 <div class="callout-content">
 <p>Given a probabilistic atlas, is there a single probability threshold
 which would guaranteed each brain volume voxel (or surface vertices) to
@@ -2055,7 +2018,7 @@ <h3 class="callout-title">Probability atlas threshold<a class="anchor" aria-labe
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
 <div class="accordion-body">
 <p>In virtually all cases no single probability threshold will result in
 each voxel (or vertex) belonging to a unique ROI. A high threshold will
@@ -2251,8 +2214,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="jupyter-notebook-challenge-2" class="callout-inner">
-<h3 class="callout-title">Jupyter notebook challenge<a class="anchor" aria-label="anchor" href="#jupyter-notebook-challenge-2"></a>
-</h3>
+<h3 class="callout-title">Jupyter notebook challenge</h3>
 <div class="callout-content">
 <p>Can you modify the code in the Jupyter notebook to extract and
 display the right precuneus ?</p>
@@ -2264,7 +2226,7 @@ <h3 class="callout-title">Jupyter notebook challenge<a class="anchor" aria-label
 <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"> Hint </h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
 <div class="accordion-body">
 <p>This exercise involves a change of both ROI and hemisphere.</p>
 </div>
@@ -2281,8 +2243,7 @@ <h4 class="accordion-header" id="headingSolution6"> Hint </h4>
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Brain segmentation and parcellation is a key step towards further
@@ -2332,11 +2293,9 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a>
-<a class="anchor" aria-label="anchor" href="#you-are-here"></a>
 </h2>
 <hr class="half-width">
 <figure><img src="fig/episode_5/Course_flow_5.png" alt="course_flow" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="things-that-can-go-wrong">Things that can go wrong…<a class="anchor" aria-label="anchor" href="#things-that-can-go-wrong"></a>
-<a class="anchor" aria-label="anchor" href="#things-that-can-go-wrong"></a>
 </h2>
 <hr class="half-width">
 <div class="section level3">
@@ -2376,7 +2335,6 @@ <h3 id="quantification">Quantification<a class="anchor" aria-label="anchor" href
 for segmentation method details.</em></p>
 </div>
 </section><section><h2 class="section-heading" id="automatic-qc-tools">Automatic QC tools<a class="anchor" aria-label="anchor" href="#automatic-qc-tools"></a>
-<a class="anchor" aria-label="anchor" href="#automatic-qc-tools"></a>
 </h2>
 <hr class="half-width">
 <div class="section level3">
@@ -2441,8 +2399,7 @@ <h4 id="visualqc-assistive-tool-to-improve-the-quality-control-workflow-of-neuro
 <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>Image processing failures happen! It is important to perform
@@ -2494,7 +2451,6 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a>
-<a class="anchor" aria-label="anchor" href="#you-are-here"></a>
 </h2>
 <hr class="half-width">
 <figure><img src="fig/episode_6/Course_flow_6.png" alt="course_flow" class="figure mx-auto d-block"></figure><p>All the previous episodes presented the required steps to arrive at a
@@ -2504,7 +2460,6 @@ <h3 class="card-title">Objectives</h3>
 statistical approaches to assess if age related brain changes can be
 found in a cohort of young adults.</p>
 </section><section><h2 class="section-heading" id="quantifying-tissue-properties">Quantifying tissue properties<a class="anchor" aria-label="anchor" href="#quantifying-tissue-properties"></a>
-<a class="anchor" aria-label="anchor" href="#quantifying-tissue-properties"></a>
 </h2>
 <hr class="half-width">
 <p>As seen in previous episodes, brain structural data can be
@@ -2683,8 +2638,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="jupyter-notebook-challenge" class="callout-inner">
-<h3 class="callout-title">Jupyter notebook challenge<a class="anchor" aria-label="anchor" href="#jupyter-notebook-challenge"></a>
-</h3>
+<h3 class="callout-title">Jupyter notebook challenge</h3>
 <div class="callout-content">
 <p>Taking into account partial volume, can you measure the volume of the
 Left Caudate ? And if you feel adventurous of the Left Lateral ventricle
@@ -2699,7 +2653,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Hint
   </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p>Use the Freesurfer LUT to identify the correct ROI index. For the
 lateral ventricle, make sure you use the appropriate tissue type to
@@ -2916,7 +2870,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </section><section><h2 class="section-heading" id="statistical-analysis-cortical-thickness-analysis-based-on-a-surface-atlas">Statistical analysis: cortical thickness analysis based on a surface
 atlas<a class="anchor" aria-label="anchor" href="#statistical-analysis-cortical-thickness-analysis-based-on-a-surface-atlas"></a>
-<a class="anchor" aria-label="anchor" href="#statistical-analysis-cortical-thickness-analysis-based-on-a-surface-atlas"></a>
 </h2>
 <hr class="half-width">
 <p>Can we measure cortical thickness changes with age in young adults
@@ -2964,8 +2917,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="jupyter-notebook-challenge-1" class="callout-inner">
-<h3 class="callout-title">Jupyter notebook challenge<a class="anchor" aria-label="anchor" href="#jupyter-notebook-challenge-1"></a>
-</h3>
+<h3 class="callout-title">Jupyter notebook challenge</h3>
 <div class="callout-content">
 <p>As the name of our dataframe implies, there may be an issue with the
 data. Can you spot it ?</p>
@@ -2979,7 +2931,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Hint
   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>You’ll need to use your <code>pandas</code>-fu for this exercise.
 Check for NA (aka missing) values in your <code>pandas</code> dataframe.
@@ -2994,8 +2946,7 @@ <h4 class="accordion-header" id="headingSolution2">
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="jupyter-notebook-challenge-2" class="callout-inner">
-<h3 class="callout-title">Jupyter notebook challenge<a class="anchor" aria-label="anchor" href="#jupyter-notebook-challenge-2"></a>
-</h3>
+<h3 class="callout-title">Jupyter notebook challenge</h3>
 <div class="callout-content">
 <p>If you spotted the issue in the previous challenge, what would you
 propose to solve it ?</p>
@@ -3009,7 +2960,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Hint
   </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>Data imputation can be applied to appropriate columns, with the
 <code>fillna()</code> method. You may be interested in the
@@ -3123,8 +3074,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="rapid-statistical-interpretation" class="callout-inner">
-<h3 class="callout-title">Rapid statistical interpretation<a class="anchor" aria-label="anchor" href="#rapid-statistical-interpretation"></a>
-</h3>
+<h3 class="callout-title">Rapid statistical interpretation</h3>
 <div class="callout-content">
 <p>Can you provide one sentence summarizing the results of the OLS model
 regarding cortical thickness and age ?</p>
@@ -3264,7 +3214,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </section><section><h2 class="section-heading" id="statistical-analysis-local-gm-changes-assessed-with-voxel-based-morphometry-vbm">Statistical analysis: local GM changes assessed with Voxel Based
 Morphometry (VBM)<a class="anchor" aria-label="anchor" href="#statistical-analysis-local-gm-changes-assessed-with-voxel-based-morphometry-vbm"></a>
-<a class="anchor" aria-label="anchor" href="#statistical-analysis-local-gm-changes-assessed-with-voxel-based-morphometry-vbm"></a>
 </h2>
 <hr class="half-width">
 <p>Relying on an atlas to identify and characterize brain changes or/and
@@ -3300,8 +3249,7 @@ <h4 id="template-creation">Template creation<a class="anchor" aria-label="anchor
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="how-to-create-a-template" class="callout-inner">
-<h3 class="callout-title">How to create a template ?<a class="anchor" aria-label="anchor" href="#how-to-create-a-template"></a>
-</h3>
+<h3 class="callout-title">How to create a template ?</h3>
 <div class="callout-content">
 <p>We want to create a template on which to align the GM probability
 maps of all our subjects. Do you have an idea on how to create this
@@ -3316,7 +3264,7 @@ <h4 class="accordion-header" id="headingSolution4">
   Hint
   </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <p>You can have a look at the outputs generated by
 <code>smriprep/fmriprep</code>.</p>
@@ -3419,8 +3367,7 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="jupyter-notebook-challenge-3" class="callout-inner">
-<h3 class="callout-title">Jupyter notebook challenge<a class="anchor" aria-label="anchor" href="#jupyter-notebook-challenge-3"></a>
-</h3>
+<h3 class="callout-title">Jupyter notebook challenge</h3>
 <div class="callout-content">
 <p>Considering the definition of J output by FSL. In place of the
 question mark (?), what should be in the code below the mathematical
@@ -3694,8 +3641,7 @@ <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>Multiple volumetric and surface metrics exist to characterize brain
@@ -3744,11 +3690,9 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a>
-<a class="anchor" aria-label="anchor" href="#you-are-here"></a>
 </h2>
 <hr class="half-width">
 <figure><img src="fig/episode_7/Course_flow_7.png" alt="course_flow" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="mr-image-processing-pipeline-selection-choices">MR image processing pipeline selection choices<a class="anchor" aria-label="anchor" href="#mr-image-processing-pipeline-selection-choices"></a>
-<a class="anchor" aria-label="anchor" href="#mr-image-processing-pipeline-selection-choices"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -3782,7 +3726,6 @@ <h3 class="card-title">Objectives</h3>
 </ul>
 </li>
 </ul></section><section><h2 class="section-heading" id="example-software-analysis">Example software analysis<a class="anchor" aria-label="anchor" href="#example-software-analysis"></a>
-<a class="anchor" aria-label="anchor" href="#example-software-analysis"></a>
 </h2>
 <hr class="half-width">
 <div class="section level3">
@@ -3792,7 +3735,6 @@ <h3 id="task-compare-cortical-thickness-between-freesurfer-and-civet">Task: comp
 for details on brain plots</em></p>
 </div>
 </section><section><h2 class="section-heading" id="correlation-between-thickness-measurements">Correlation between thickness measurements:<a class="anchor" aria-label="anchor" href="#correlation-between-thickness-measurements"></a>
-<a class="anchor" aria-label="anchor" href="#correlation-between-thickness-measurements"></a>
 </h2>
 <hr class="half-width">
 <div class="section level3">
@@ -3805,7 +3747,6 @@ <h3 id="parcellation-dkt">Parcellation: DKT<a class="anchor" aria-label="anchor"
 <figure><img src="fig/episode_7/CT_compare_software.png" alt="Drawing" align="middle" width="700px" class="figure mx-auto d-block"></figure>
 </div>
 </section><section><h2 class="section-heading" id="possible-choices-for-freesurfer-parcellations">Possible choices for FreeSurfer parcellations<a class="anchor" aria-label="anchor" href="#possible-choices-for-freesurfer-parcellations"></a>
-<a class="anchor" aria-label="anchor" href="#possible-choices-for-freesurfer-parcellations"></a>
 </h2>
 <hr class="half-width">
 <div class="section level3">
@@ -3824,8 +3765,7 @@ <h3 id="inference-pertaining-to-neuroantomical-differences-andor-prediction-mode
 <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>It is crucial to assess biological vs methodological variation in
@@ -3860,7 +3800,7 @@ <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 -->
@@ -3883,8 +3823,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/aio.html",
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/aio.html",
   "dateCreated": "2024-06-25",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
+  "dateModified": "2024-08-27",
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/assets/styles.css b/assets/styles.css
index 58233a7..4dc74d3 100644
--- a/assets/styles.css
+++ b/assets/styles.css
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.offcanvas-body{display:flex;flex-grow:0;padding:0;overflow-y:visible}}@media(min-width: 1400px){.navbar-expand-xxl{flex-wrap:nowrap;justify-content:flex-start}.navbar-expand-xxl .navbar-nav{flex-direction:row}.navbar-expand-xxl .navbar-nav .dropdown-menu{position:absolute}.navbar-expand-xxl .navbar-nav .nav-link{padding-right:var(--bs-navbar-nav-link-padding-x);padding-left:var(--bs-navbar-nav-link-padding-x)}.navbar-expand-xxl .navbar-nav-scroll{overflow:visible}.navbar-expand-xxl .navbar-collapse{display:flex !important;flex-basis:auto}.navbar-expand-xxl .navbar-toggler{display:none}.navbar-expand-xxl .offcanvas{position:static;z-index:auto;flex-grow:1;width:auto !important;height:auto !important;visibility:visible !important;background-color:rgba(0,0,0,0) !important;border:0 !important;transform:none !important;transition:none}.navbar-expand-xxl .offcanvas .offcanvas-header{display:none}.navbar-expand-xxl .offcanvas .offcanvas-body{display:flex;flex-grow:0;padding:0;overflow-y:visible}}.navbar-expand{flex-wrap:nowrap;justify-content:flex-start}.navbar-expand .navbar-nav{flex-direction:row}.navbar-expand .navbar-nav .dropdown-menu{position:absolute}.navbar-expand .navbar-nav .nav-link{padding-right:var(--bs-navbar-nav-link-padding-x);padding-left:var(--bs-navbar-nav-link-padding-x)}.navbar-expand .navbar-nav-scroll{overflow:visible}.navbar-expand .navbar-collapse{display:flex !important;flex-basis:auto}.navbar-expand .navbar-toggler{display:none}.navbar-expand .offcanvas{position:static;z-index:auto;flex-grow:1;width:auto !important;height:auto !important;visibility:visible !important;background-color:rgba(0,0,0,0) !important;border:0 !important;transform:none !important;transition:none}.navbar-expand .offcanvas .offcanvas-header{display:none}.navbar-expand .offcanvas .offcanvas-body{display:flex;flex-grow:0;padding:0;overflow-y:visible}.navbar-dark,.navbar[data-bs-theme=dark]{--bs-navbar-color: rgba(255, 255, 255, 0.55);--bs-navbar-hover-color: rgba(255, 255, 255, 0.75);--bs-navbar-disabled-color: rgba(255, 255, 255, 0.25);--bs-navbar-active-color: #fff;--bs-navbar-brand-color: #fff;--bs-navbar-brand-hover-color: #fff;--bs-navbar-toggler-border-color: rgba(255, 255, 255, 0.1);--bs-navbar-toggler-icon-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'%3e%3cpath stroke='rgba%28255, 255, 255, 0.55%29' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/%3e%3c/svg%3e")}[data-bs-theme=dark] .navbar-toggler-icon{--bs-navbar-toggler-icon-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'%3e%3cpath stroke='rgba%28255, 255, 255, 0.55%29' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/%3e%3c/svg%3e")}.card{--bs-card-spacer-y: 1rem;--bs-card-spacer-x: 1rem;--bs-card-title-spacer-y: 0.5rem;--bs-card-title-color: ;--bs-card-subtitle-color: ;--bs-card-border-width: var(--bs-border-width);--bs-card-border-color: var(--bs-border-color-translucent);--bs-card-border-radius: var(--bs-border-radius);--bs-card-box-shadow: ;--bs-card-inner-border-radius: calc(var(--bs-border-radius) - (var(--bs-border-width)));--bs-card-cap-padding-y: 0.5rem;--bs-card-cap-padding-x: 1rem;--bs-card-cap-bg: rgba(var(--bs-body-color-rgb), 0.03);--bs-card-cap-color: ;--bs-card-height: ;--bs-card-color: ;--bs-card-bg: var(--bs-body-bg);--bs-card-img-overlay-padding: 1rem;--bs-card-group-margin: 0.75rem;position:relative;display:flex;flex-direction:column;min-width:0;height:var(--bs-card-height);color:var(--bs-body-color);word-wrap:break-word;background-color:var(--bs-card-bg);background-clip:border-box;border:var(--bs-card-border-width) solid var(--bs-card-border-color);border-radius:var(--bs-card-border-radius)}.card>hr{margin-right:0;margin-left:0}.card>.list-group{border-top:inherit;border-bottom:inherit}.card>.list-group:first-child{border-top-width:0;border-top-left-radius:var(--bs-card-inner-border-radius);border-top-right-radius:var(--bs-card-inner-border-radius)}.card>.list-group:last-child{border-bottom-width:0;border-bottom-right-radius:var(--bs-card-inner-border-radius);border-bottom-left-radius:var(--bs-card-inner-border-radius)}.card>.card-header+.list-group,.card>.list-group+.card-footer{border-top:0}.card-body{flex:1 1 auto;padding:var(--bs-card-spacer-y) var(--bs-card-spacer-x);color:var(--bs-card-color)}.card-title{margin-bottom:var(--bs-card-title-spacer-y);color:var(--bs-card-title-color)}.card-subtitle{margin-top:calc(-0.5*var(--bs-card-title-spacer-y));margin-bottom:0;color:var(--bs-card-subtitle-color)}.card-text:last-child{margin-bottom:0}.card-link+.card-link{margin-left:var(--bs-card-spacer-x)}.card-header{padding:var(--bs-card-cap-padding-y) var(--bs-card-cap-padding-x);margin-bottom:0;color:var(--bs-card-cap-color);background-color:var(--bs-card-cap-bg);border-bottom:var(--bs-card-border-width) solid var(--bs-card-border-color)}.card-header:first-child{border-radius:var(--bs-card-inner-border-radius) var(--bs-card-inner-border-radius) 0 0}.card-footer{padding:var(--bs-card-cap-padding-y) var(--bs-card-cap-padding-x);color:var(--bs-card-cap-color);background-color:var(--bs-card-cap-bg);border-top:var(--bs-card-border-width) solid var(--bs-card-border-color)}.card-footer:last-child{border-radius:0 0 var(--bs-card-inner-border-radius) var(--bs-card-inner-border-radius)}.card-header-tabs{margin-right:calc(-0.5*var(--bs-card-cap-padding-x));margin-bottom:calc(-1*var(--bs-card-cap-padding-y));margin-left:calc(-0.5*var(--bs-card-cap-padding-x));border-bottom:0}.card-header-tabs .nav-link.active{background-color:var(--bs-card-bg);border-bottom-color:var(--bs-card-bg)}.card-header-pills{margin-right:calc(-0.5*var(--bs-card-cap-padding-x));margin-left:calc(-0.5*var(--bs-card-cap-padding-x))}.card-img-overlay{position:absolute;top:0;right:0;bottom:0;left:0;padding:var(--bs-card-img-overlay-padding);border-radius:var(--bs-card-inner-border-radius)}.card-img,.card-img-top,.card-img-bottom{width:100%}.card-img,.card-img-top{border-top-left-radius:var(--bs-card-inner-border-radius);border-top-right-radius:var(--bs-card-inner-border-radius)}.card-img,.card-img-bottom{border-bottom-right-radius:var(--bs-card-inner-border-radius);border-bottom-left-radius:var(--bs-card-inner-border-radius)}.card-group>.card{margin-bottom:var(--bs-card-group-margin)}@media(min-width: 576px){.card-group{display:flex;flex-flow:row wrap}.card-group>.card{flex:1 0 0%;margin-bottom:0}.card-group>.card+.card{margin-left:0;border-left:0}.card-group>.card:not(:last-child){border-top-right-radius:0;border-bottom-right-radius:0}.card-group>.card:not(:last-child) .card-img-top,.card-group>.card:not(:last-child) .card-header{border-top-right-radius:0}.card-group>.card:not(:last-child) .card-img-bottom,.card-group>.card:not(:last-child) .card-footer{border-bottom-right-radius:0}.card-group>.card:not(:first-child){border-top-left-radius:0;border-bottom-left-radius:0}.card-group>.card:not(:first-child) .card-img-top,.card-group>.card:not(:first-child) .card-header{border-top-left-radius:0}.card-group>.card:not(:first-child) .card-img-bottom,.card-group>.card:not(:first-child) .card-footer{border-bottom-left-radius:0}}.accordion{--bs-accordion-color: var(--bs-body-color);--bs-accordion-bg: var(--bs-body-bg);--bs-accordion-transition: color 0.15s ease-in-out, background-color 0.15s ease-in-out, border-color 0.15s ease-in-out, box-shadow 0.15s ease-in-out, border-radius 0.15s ease;--bs-accordion-border-color: var(--bs-border-color);--bs-accordion-border-width: var(--bs-border-width);--bs-accordion-border-radius: var(--bs-border-radius);--bs-accordion-inner-border-radius: calc(var(--bs-border-radius) - (var(--bs-border-width)));--bs-accordion-btn-padding-x: 1.25rem;--bs-accordion-btn-padding-y: 1rem;--bs-accordion-btn-color: var(--bs-body-color);--bs-accordion-btn-bg: var(--bs-accordion-bg);--bs-accordion-btn-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23212529'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e");--bs-accordion-btn-icon-width: 1.25rem;--bs-accordion-btn-icon-transform: rotate(-180deg);--bs-accordion-btn-icon-transition: transform 0.2s ease-in-out;--bs-accordion-btn-active-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23052c65'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e");--bs-accordion-btn-focus-border-color: #86b7fe;--bs-accordion-btn-focus-box-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);--bs-accordion-body-padding-x: 1.25rem;--bs-accordion-body-padding-y: 1rem;--bs-accordion-active-color: var(--bs-primary-text-emphasis);--bs-accordion-active-bg: var(--bs-primary-bg-subtle)}.accordion-button{position:relative;display:flex;align-items:center;width:100%;padding:var(--bs-accordion-btn-padding-y) var(--bs-accordion-btn-padding-x);font-size:1rem;color:var(--bs-accordion-btn-color);text-align:left;background-color:var(--bs-accordion-btn-bg);border:0;border-radius:0;overflow-anchor:none;transition:var(--bs-accordion-transition)}@media(prefers-reduced-motion: reduce){.accordion-button{transition:none}}.accordion-button:not(.collapsed){color:var(--bs-accordion-active-color);background-color:var(--bs-accordion-active-bg);box-shadow:inset 0 calc(-1*var(--bs-accordion-border-width)) 0 var(--bs-accordion-border-color)}.accordion-button:not(.collapsed)::after{background-image:var(--bs-accordion-btn-active-icon);transform:var(--bs-accordion-btn-icon-transform)}.accordion-button::after{flex-shrink:0;width:var(--bs-accordion-btn-icon-width);height:var(--bs-accordion-btn-icon-width);margin-left:auto;content:"";background-image:var(--bs-accordion-btn-icon);background-repeat:no-repeat;background-size:var(--bs-accordion-btn-icon-width);transition:var(--bs-accordion-btn-icon-transition)}@media(prefers-reduced-motion: reduce){.accordion-button::after{transition:none}}.accordion-button:hover{z-index:2}.accordion-button:focus{z-index:3;border-color:var(--bs-accordion-btn-focus-border-color);outline:0;box-shadow:var(--bs-accordion-btn-focus-box-shadow)}.accordion-header{margin-bottom:0}.accordion-item{color:var(--bs-accordion-color);background-color:var(--bs-accordion-bg);border:var(--bs-accordion-border-width) solid var(--bs-accordion-border-color)}.accordion-item:first-of-type{border-top-left-radius:var(--bs-accordion-border-radius);border-top-right-radius:var(--bs-accordion-border-radius)}.accordion-item:first-of-type .accordion-button{border-top-left-radius:var(--bs-accordion-inner-border-radius);border-top-right-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:not(:first-of-type){border-top:0}.accordion-item:last-of-type{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-item:last-of-type .accordion-button.collapsed{border-bottom-right-radius:var(--bs-accordion-inner-border-radius);border-bottom-left-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:last-of-type .accordion-collapse{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-body{padding:var(--bs-accordion-body-padding-y) var(--bs-accordion-body-padding-x)}.accordion-flush .accordion-collapse{border-width:0}.accordion-flush .accordion-item{border-right:0;border-left:0;border-radius:0}.accordion-flush .accordion-item:first-child{border-top:0}.accordion-flush .accordion-item:last-child{border-bottom:0}.accordion-flush .accordion-item .accordion-button,.accordion-flush .accordion-item .accordion-button.collapsed{border-radius:0}[data-bs-theme=dark] .accordion-button::after{--bs-accordion-btn-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%236ea8fe'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e");--bs-accordion-btn-active-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%236ea8fe'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e")}.breadcrumb{--bs-breadcrumb-padding-x: 0;--bs-breadcrumb-padding-y: 0;--bs-breadcrumb-margin-bottom: 1rem;--bs-breadcrumb-bg: ;--bs-breadcrumb-border-radius: ;--bs-breadcrumb-divider-color: var(--bs-secondary-color);--bs-breadcrumb-item-padding-x: 0.5rem;--bs-breadcrumb-item-active-color: var(--bs-secondary-color);display:flex;flex-wrap:wrap;padding:var(--bs-breadcrumb-padding-y) var(--bs-breadcrumb-padding-x);margin-bottom:var(--bs-breadcrumb-margin-bottom);font-size:var(--bs-breadcrumb-font-size);list-style:none;background-color:var(--bs-breadcrumb-bg);border-radius:var(--bs-breadcrumb-border-radius)}.breadcrumb-item+.breadcrumb-item{padding-left:var(--bs-breadcrumb-item-padding-x)}.breadcrumb-item+.breadcrumb-item::before{float:left;padding-right:var(--bs-breadcrumb-item-padding-x);color:var(--bs-breadcrumb-divider-color);content:var(--bs-breadcrumb-divider, "/") /* rtl: var(--bs-breadcrumb-divider, "/") */}.breadcrumb-item.active{color:var(--bs-breadcrumb-item-active-color)}.pagination{--bs-pagination-padding-x: 0.75rem;--bs-pagination-padding-y: 0.375rem;--bs-pagination-font-size:1rem;--bs-pagination-color: var(--bs-link-color);--bs-pagination-bg: var(--bs-body-bg);--bs-pagination-border-width: var(--bs-border-width);--bs-pagination-border-color: var(--bs-border-color);--bs-pagination-border-radius: var(--bs-border-radius);--bs-pagination-hover-color: var(--bs-link-hover-color);--bs-pagination-hover-bg: var(--bs-tertiary-bg);--bs-pagination-hover-border-color: var(--bs-border-color);--bs-pagination-focus-color: var(--bs-link-hover-color);--bs-pagination-focus-bg: var(--bs-secondary-bg);--bs-pagination-focus-box-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);--bs-pagination-active-color: #fff;--bs-pagination-active-bg: #0d6efd;--bs-pagination-active-border-color: #0d6efd;--bs-pagination-disabled-color: var(--bs-secondary-color);--bs-pagination-disabled-bg: var(--bs-secondary-bg);--bs-pagination-disabled-border-color: var(--bs-border-color);display:flex;padding-left:0;list-style:none}.page-link{position:relative;display:block;padding:var(--bs-pagination-padding-y) var(--bs-pagination-padding-x);font-size:var(--bs-pagination-font-size);color:var(--bs-pagination-color);text-decoration:none;background-color:var(--bs-pagination-bg);border:var(--bs-pagination-border-width) solid var(--bs-pagination-border-color);transition:color .15s ease-in-out,background-color .15s ease-in-out,border-color .15s ease-in-out,box-shadow .15s ease-in-out}@media(prefers-reduced-motion: reduce){.page-link{transition:none}}.page-link:hover{z-index:2;color:var(--bs-pagination-hover-color);background-color:var(--bs-pagination-hover-bg);border-color:var(--bs-pagination-hover-border-color)}.page-link:focus{z-index:3;color:var(--bs-pagination-focus-color);background-color:var(--bs-pagination-focus-bg);outline:0;box-shadow:var(--bs-pagination-focus-box-shadow)}.page-link.active,.active>.page-link{z-index:3;color:var(--bs-pagination-active-color);background-color:var(--bs-pagination-active-bg);border-color:var(--bs-pagination-active-border-color)}.page-link.disabled,.disabled>.page-link{color:var(--bs-pagination-disabled-color);pointer-events:none;background-color:var(--bs-pagination-disabled-bg);border-color:var(--bs-pagination-disabled-border-color)}.page-item:not(:first-child) .page-link{margin-left:calc(var(--bs-border-width) * -1)}.page-item:first-child .page-link{border-top-left-radius:var(--bs-pagination-border-radius);border-bottom-left-radius:var(--bs-pagination-border-radius)}.page-item:last-child .page-link{border-top-right-radius:var(--bs-pagination-border-radius);border-bottom-right-radius:var(--bs-pagination-border-radius)}.pagination-lg{--bs-pagination-padding-x: 1.5rem;--bs-pagination-padding-y: 0.75rem;--bs-pagination-font-size:1.25rem;--bs-pagination-border-radius: var(--bs-border-radius-lg)}.pagination-sm{--bs-pagination-padding-x: 0.5rem;--bs-pagination-padding-y: 0.25rem;--bs-pagination-font-size:0.875rem;--bs-pagination-border-radius: var(--bs-border-radius-sm)}.badge{--bs-badge-padding-x: 0.65em;--bs-badge-padding-y: 0.35em;--bs-badge-font-size:0.75em;--bs-badge-font-weight: 700;--bs-badge-color: #fff;--bs-badge-border-radius: var(--bs-border-radius);display:inline-block;padding:var(--bs-badge-padding-y) var(--bs-badge-padding-x);font-size:var(--bs-badge-font-size);font-weight:var(--bs-badge-font-weight);line-height:1;color:var(--bs-badge-color);text-align:center;white-space:nowrap;vertical-align:baseline;border-radius:var(--bs-badge-border-radius)}.badge:empty{display:none}.btn .badge{position:relative;top:-1px}.alert{--bs-alert-bg: transparent;--bs-alert-padding-x: 1rem;--bs-alert-padding-y: 1rem;--bs-alert-margin-bottom: 1rem;--bs-alert-color: inherit;--bs-alert-border-color: transparent;--bs-alert-border: var(--bs-border-width) solid var(--bs-alert-border-color);--bs-alert-border-radius: var(--bs-border-radius);--bs-alert-link-color: inherit;position:relative;padding:var(--bs-alert-padding-y) var(--bs-alert-padding-x);margin-bottom:var(--bs-alert-margin-bottom);color:var(--bs-alert-color);background-color:var(--bs-alert-bg);border:var(--bs-alert-border);border-radius:var(--bs-alert-border-radius)}.alert-heading{color:inherit}.alert-link{font-weight:700;color:var(--bs-alert-link-color)}.alert-dismissible{padding-right:3rem}.alert-dismissible .btn-close{position:absolute;top:0;right:0;z-index:2;padding:1.25rem 1rem}.alert-primary{--bs-alert-color: var(--bs-primary-text-emphasis);--bs-alert-bg: var(--bs-primary-bg-subtle);--bs-alert-border-color: var(--bs-primary-border-subtle);--bs-alert-link-color: var(--bs-primary-text-emphasis)}.alert-secondary{--bs-alert-color: var(--bs-secondary-text-emphasis);--bs-alert-bg: var(--bs-secondary-bg-subtle);--bs-alert-border-color: var(--bs-secondary-border-subtle);--bs-alert-link-color: var(--bs-secondary-text-emphasis)}.alert-success{--bs-alert-color: var(--bs-success-text-emphasis);--bs-alert-bg: var(--bs-success-bg-subtle);--bs-alert-border-color: var(--bs-success-border-subtle);--bs-alert-link-color: var(--bs-success-text-emphasis)}.alert-info{--bs-alert-color: var(--bs-info-text-emphasis);--bs-alert-bg: var(--bs-info-bg-subtle);--bs-alert-border-color: var(--bs-info-border-subtle);--bs-alert-link-color: var(--bs-info-text-emphasis)}.alert-warning{--bs-alert-color: var(--bs-warning-text-emphasis);--bs-alert-bg: var(--bs-warning-bg-subtle);--bs-alert-border-color: var(--bs-warning-border-subtle);--bs-alert-link-color: var(--bs-warning-text-emphasis)}.alert-danger{--bs-alert-color: var(--bs-danger-text-emphasis);--bs-alert-bg: var(--bs-danger-bg-subtle);--bs-alert-border-color: var(--bs-danger-border-subtle);--bs-alert-link-color: var(--bs-danger-text-emphasis)}.alert-light{--bs-alert-color: var(--bs-light-text-emphasis);--bs-alert-bg: var(--bs-light-bg-subtle);--bs-alert-border-color: var(--bs-light-border-subtle);--bs-alert-link-color: var(--bs-light-text-emphasis)}.alert-dark{--bs-alert-color: var(--bs-dark-text-emphasis);--bs-alert-bg: var(--bs-dark-bg-subtle);--bs-alert-border-color: var(--bs-dark-border-subtle);--bs-alert-link-color: var(--bs-dark-text-emphasis)}@keyframes progress-bar-stripes{0%{background-position-x:1rem}}.progress,.progress-stacked{--bs-progress-height: 1rem;--bs-progress-font-size:0.75rem;--bs-progress-bg: var(--bs-secondary-bg);--bs-progress-border-radius: var(--bs-border-radius);--bs-progress-box-shadow: var(--bs-box-shadow-inset);--bs-progress-bar-color: #fff;--bs-progress-bar-bg: #0d6efd;--bs-progress-bar-transition: width 0.6s ease;display:flex;height:var(--bs-progress-height);overflow:hidden;font-size:var(--bs-progress-font-size);background-color:var(--bs-progress-bg);border-radius:var(--bs-progress-border-radius)}.progress-bar{display:flex;flex-direction:column;justify-content:center;overflow:hidden;color:var(--bs-progress-bar-color);text-align:center;white-space:nowrap;background-color:var(--bs-progress-bar-bg);transition:var(--bs-progress-bar-transition)}@media(prefers-reduced-motion: reduce){.progress-bar{transition:none}}.progress-bar-striped{background-image:linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-size:var(--bs-progress-height) var(--bs-progress-height)}.progress-stacked>.progress{overflow:visible}.progress-stacked>.progress>.progress-bar{width:100%}.progress-bar-animated{animation:1s linear infinite progress-bar-stripes}@media(prefers-reduced-motion: reduce){.progress-bar-animated{animation:none}}.list-group{--bs-list-group-color: var(--bs-body-color);--bs-list-group-bg: var(--bs-body-bg);--bs-list-group-border-color: var(--bs-border-color);--bs-list-group-border-width: var(--bs-border-width);--bs-list-group-border-radius: var(--bs-border-radius);--bs-list-group-item-padding-x: 1rem;--bs-list-group-item-padding-y: 0.5rem;--bs-list-group-action-color: var(--bs-secondary-color);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-tertiary-bg);--bs-list-group-action-active-color: var(--bs-body-color);--bs-list-group-action-active-bg: var(--bs-secondary-bg);--bs-list-group-disabled-color: var(--bs-secondary-color);--bs-list-group-disabled-bg: var(--bs-body-bg);--bs-list-group-active-color: #fff;--bs-list-group-active-bg: #0d6efd;--bs-list-group-active-border-color: #0d6efd;display:flex;flex-direction:column;padding-left:0;margin-bottom:0;border-radius:var(--bs-list-group-border-radius)}.list-group-numbered{list-style-type:none;counter-reset:section}.list-group-numbered>.list-group-item::before{content:counters(section, ".") ". ";counter-increment:section}.list-group-item-action{width:100%;color:var(--bs-list-group-action-color);text-align:inherit}.list-group-item-action:hover,.list-group-item-action:focus{z-index:1;color:var(--bs-list-group-action-hover-color);text-decoration:none;background-color:var(--bs-list-group-action-hover-bg)}.list-group-item-action:active{color:var(--bs-list-group-action-active-color);background-color:var(--bs-list-group-action-active-bg)}.list-group-item{position:relative;display:block;padding:var(--bs-list-group-item-padding-y) var(--bs-list-group-item-padding-x);color:var(--bs-list-group-color);text-decoration:none;background-color:var(--bs-list-group-bg);border:var(--bs-list-group-border-width) solid var(--bs-list-group-border-color)}.list-group-item:first-child{border-top-left-radius:inherit;border-top-right-radius:inherit}.list-group-item:last-child{border-bottom-right-radius:inherit;border-bottom-left-radius:inherit}.list-group-item.disabled,.list-group-item:disabled{color:var(--bs-list-group-disabled-color);pointer-events:none;background-color:var(--bs-list-group-disabled-bg)}.list-group-item.active{z-index:2;color:var(--bs-list-group-active-color);background-color:var(--bs-list-group-active-bg);border-color:var(--bs-list-group-active-border-color)}.list-group-item+.list-group-item{border-top-width:0}.list-group-item+.list-group-item.active{margin-top:calc(-1*var(--bs-list-group-border-width));border-top-width:var(--bs-list-group-border-width)}.list-group-horizontal{flex-direction:row}.list-group-horizontal>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal>.list-group-item.active{margin-top:0}.list-group-horizontal>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}@media(min-width: 576px){.list-group-horizontal-sm{flex-direction:row}.list-group-horizontal-sm>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-sm>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-sm>.list-group-item.active{margin-top:0}.list-group-horizontal-sm>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-sm>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 768px){.list-group-horizontal-md{flex-direction:row}.list-group-horizontal-md>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-md>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-md>.list-group-item.active{margin-top:0}.list-group-horizontal-md>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-md>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 992px){.list-group-horizontal-lg{flex-direction:row}.list-group-horizontal-lg>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-lg>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-lg>.list-group-item.active{margin-top:0}.list-group-horizontal-lg>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-lg>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 1200px){.list-group-horizontal-xl{flex-direction:row}.list-group-horizontal-xl>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-xl>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-xl>.list-group-item.active{margin-top:0}.list-group-horizontal-xl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xl>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 1400px){.list-group-horizontal-xxl{flex-direction:row}.list-group-horizontal-xxl>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-xxl>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-xxl>.list-group-item.active{margin-top:0}.list-group-horizontal-xxl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xxl>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}.list-group-flush{border-radius:0}.list-group-flush>.list-group-item{border-width:0 0 var(--bs-list-group-border-width)}.list-group-flush>.list-group-item:last-child{border-bottom-width:0}.list-group-item-primary{--bs-list-group-color: var(--bs-primary-text-emphasis);--bs-list-group-bg: var(--bs-primary-bg-subtle);--bs-list-group-border-color: var(--bs-primary-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-primary-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-primary-border-subtle);--bs-list-group-active-color: var(--bs-primary-bg-subtle);--bs-list-group-active-bg: var(--bs-primary-text-emphasis);--bs-list-group-active-border-color: var(--bs-primary-text-emphasis)}.list-group-item-secondary{--bs-list-group-color: var(--bs-secondary-text-emphasis);--bs-list-group-bg: var(--bs-secondary-bg-subtle);--bs-list-group-border-color: var(--bs-secondary-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-secondary-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-secondary-border-subtle);--bs-list-group-active-color: var(--bs-secondary-bg-subtle);--bs-list-group-active-bg: var(--bs-secondary-text-emphasis);--bs-list-group-active-border-color: var(--bs-secondary-text-emphasis)}.list-group-item-success{--bs-list-group-color: var(--bs-success-text-emphasis);--bs-list-group-bg: var(--bs-success-bg-subtle);--bs-list-group-border-color: var(--bs-success-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-success-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-success-border-subtle);--bs-list-group-active-color: var(--bs-success-bg-subtle);--bs-list-group-active-bg: var(--bs-success-text-emphasis);--bs-list-group-active-border-color: var(--bs-success-text-emphasis)}.list-group-item-info{--bs-list-group-color: var(--bs-info-text-emphasis);--bs-list-group-bg: var(--bs-info-bg-subtle);--bs-list-group-border-color: var(--bs-info-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-info-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-info-border-subtle);--bs-list-group-active-color: var(--bs-info-bg-subtle);--bs-list-group-active-bg: var(--bs-info-text-emphasis);--bs-list-group-active-border-color: var(--bs-info-text-emphasis)}.list-group-item-warning{--bs-list-group-color: var(--bs-warning-text-emphasis);--bs-list-group-bg: var(--bs-warning-bg-subtle);--bs-list-group-border-color: var(--bs-warning-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-warning-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-warning-border-subtle);--bs-list-group-active-color: var(--bs-warning-bg-subtle);--bs-list-group-active-bg: var(--bs-warning-text-emphasis);--bs-list-group-active-border-color: var(--bs-warning-text-emphasis)}.list-group-item-danger{--bs-list-group-color: var(--bs-danger-text-emphasis);--bs-list-group-bg: var(--bs-danger-bg-subtle);--bs-list-group-border-color: var(--bs-danger-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-danger-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-danger-border-subtle);--bs-list-group-active-color: var(--bs-danger-bg-subtle);--bs-list-group-active-bg: var(--bs-danger-text-emphasis);--bs-list-group-active-border-color: var(--bs-danger-text-emphasis)}.list-group-item-light{--bs-list-group-color: var(--bs-light-text-emphasis);--bs-list-group-bg: var(--bs-light-bg-subtle);--bs-list-group-border-color: var(--bs-light-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-light-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-light-border-subtle);--bs-list-group-active-color: var(--bs-light-bg-subtle);--bs-list-group-active-bg: var(--bs-light-text-emphasis);--bs-list-group-active-border-color: var(--bs-light-text-emphasis)}.list-group-item-dark{--bs-list-group-color: var(--bs-dark-text-emphasis);--bs-list-group-bg: var(--bs-dark-bg-subtle);--bs-list-group-border-color: var(--bs-dark-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-dark-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-dark-border-subtle);--bs-list-group-active-color: var(--bs-dark-bg-subtle);--bs-list-group-active-bg: var(--bs-dark-text-emphasis);--bs-list-group-active-border-color: var(--bs-dark-text-emphasis)}.btn-close{--bs-btn-close-color: #000;--bs-btn-close-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23000'%3e%3cpath d='M.293.293a1 1 0 0 1 1.414 0L8 6.586 14.293.293a1 1 0 1 1 1.414 1.414L9.414 8l6.293 6.293a1 1 0 0 1-1.414 1.414L8 9.414l-6.293 6.293a1 1 0 0 1-1.414-1.414L6.586 8 .293 1.707a1 1 0 0 1 0-1.414z'/%3e%3c/svg%3e");--bs-btn-close-opacity: 0.5;--bs-btn-close-hover-opacity: 0.75;--bs-btn-close-focus-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);--bs-btn-close-focus-opacity: 1;--bs-btn-close-disabled-opacity: 0.25;--bs-btn-close-white-filter: invert(1) grayscale(100%) brightness(200%);box-sizing:content-box;width:1em;height:1em;padding:.25em .25em;color:var(--bs-btn-close-color);background:rgba(0,0,0,0) var(--bs-btn-close-bg) center/1em auto no-repeat;border:0;border-radius:.375rem;opacity:var(--bs-btn-close-opacity)}.btn-close:hover{color:var(--bs-btn-close-color);text-decoration:none;opacity:var(--bs-btn-close-hover-opacity)}.btn-close:focus{outline:0;box-shadow:var(--bs-btn-close-focus-shadow);opacity:var(--bs-btn-close-focus-opacity)}.btn-close:disabled,.btn-close.disabled{pointer-events:none;user-select:none;opacity:var(--bs-btn-close-disabled-opacity)}.btn-close-white{filter:var(--bs-btn-close-white-filter)}[data-bs-theme=dark] .btn-close{filter:var(--bs-btn-close-white-filter)}.toast{--bs-toast-zindex: 1090;--bs-toast-padding-x: 0.75rem;--bs-toast-padding-y: 0.5rem;--bs-toast-spacing: 1.5rem;--bs-toast-max-width: 350px;--bs-toast-font-size:0.875rem;--bs-toast-color: ;--bs-toast-bg: rgba(var(--bs-body-bg-rgb), 0.85);--bs-toast-border-width: var(--bs-border-width);--bs-toast-border-color: var(--bs-border-color-translucent);--bs-toast-border-radius: var(--bs-border-radius);--bs-toast-box-shadow: var(--bs-box-shadow);--bs-toast-header-color: var(--bs-secondary-color);--bs-toast-header-bg: rgba(var(--bs-body-bg-rgb), 0.85);--bs-toast-header-border-color: var(--bs-border-color-translucent);width:var(--bs-toast-max-width);max-width:100%;font-size:var(--bs-toast-font-size);color:var(--bs-toast-color);pointer-events:auto;background-color:var(--bs-toast-bg);background-clip:padding-box;border:var(--bs-toast-border-width) solid var(--bs-toast-border-color);box-shadow:var(--bs-toast-box-shadow);border-radius:var(--bs-toast-border-radius)}.toast.showing{opacity:0}.toast:not(.show){display:none}.toast-container{--bs-toast-zindex: 1090;position:absolute;z-index:var(--bs-toast-zindex);width:max-content;max-width:100%;pointer-events:none}.toast-container>:not(:last-child){margin-bottom:var(--bs-toast-spacing)}.toast-header{display:flex;align-items:center;padding:var(--bs-toast-padding-y) var(--bs-toast-padding-x);color:var(--bs-toast-header-color);background-color:var(--bs-toast-header-bg);background-clip:padding-box;border-bottom:var(--bs-toast-border-width) solid var(--bs-toast-header-border-color);border-top-left-radius:calc(var(--bs-toast-border-radius) - var(--bs-toast-border-width));border-top-right-radius:calc(var(--bs-toast-border-radius) - var(--bs-toast-border-width))}.toast-header .btn-close{margin-right:calc(-0.5*var(--bs-toast-padding-x));margin-left:var(--bs-toast-padding-x)}.toast-body{padding:var(--bs-toast-padding-x);word-wrap:break-word}.modal{--bs-modal-zindex: 1055;--bs-modal-width: 500px;--bs-modal-padding: 1rem;--bs-modal-margin: 0.5rem;--bs-modal-color: ;--bs-modal-bg: var(--bs-body-bg);--bs-modal-border-color: var(--bs-border-color-translucent);--bs-modal-border-width: var(--bs-border-width);--bs-modal-border-radius: var(--bs-border-radius-lg);--bs-modal-box-shadow: var(--bs-box-shadow-sm);--bs-modal-inner-border-radius: calc(var(--bs-border-radius-lg) - (var(--bs-border-width)));--bs-modal-header-padding-x: 1rem;--bs-modal-header-padding-y: 1rem;--bs-modal-header-padding: 1rem 1rem;--bs-modal-header-border-color: var(--bs-border-color);--bs-modal-header-border-width: var(--bs-border-width);--bs-modal-title-line-height: 1.5;--bs-modal-footer-gap: 0.5rem;--bs-modal-footer-bg: ;--bs-modal-footer-border-color: var(--bs-border-color);--bs-modal-footer-border-width: var(--bs-border-width);position:fixed;top:0;left:0;z-index:var(--bs-modal-zindex);display:none;width:100%;height:100%;overflow-x:hidden;overflow-y:auto;outline:0}.modal-dialog{position:relative;width:auto;margin:var(--bs-modal-margin);pointer-events:none}.modal.fade .modal-dialog{transition:transform .3s ease-out;transform:translate(0, -50px)}@media(prefers-reduced-motion: reduce){.modal.fade .modal-dialog{transition:none}}.modal.show .modal-dialog{transform:none}.modal.modal-static 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.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: 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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 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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) 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diff --git a/assets/styles.css.map b/assets/styles.css.map
index 20331e4..8bfadde 100644
--- a/assets/styles.css.map
+++ b/assets/styles.css.map
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   "dateCreated": "2024-06-25",
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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>
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@@ -700,8 +700,8 @@ <h3 id="07-Reproducibility-figure-4">Figure 4</h3>
   "url": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/images.html",
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/images.html",
   "dateCreated": "2024-06-25",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
+  "dateModified": "2024-08-27",
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/index.html b/index.html
index a681671..d8152f9 100644
--- a/index.html
+++ b/index.html
@@ -283,10 +283,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
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-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
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@@ -306,7 +306,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -379,25 +379,21 @@ <h2 class="accordion-header" id="flush-headingTwelve">
 acquired, followed by several pre-processing tasks, with the end goal of
 conducting a statistical analysis to investigate neuroanatomical
 differences between patients and healthy control groups.</em></p>
-<section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a>
-<a class="anchor" aria-label="anchor" href="#you-are-here"></a></h2>
+<section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a></h2>
 <hr class="half-width"><figure><img src="fig/index/Course_flow_0.png" alt="course_flow" class="figure mx-auto d-block"></figure><div id="prerequisites" class="callout prereq">
 <div class="callout-square">
 <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>Attendees must have some base familiarity with Python and NIfTI
 images in order to comfortably progress through the lesson</p>
 </div>
 </div>
 </div>
-</section><section id="setup"><section><h2 class="section-heading" id="setting-up-the-tutorial-environment">Setting up the tutorial environment<a class="anchor" aria-label="anchor" href="#setting-up-the-tutorial-environment"></a>
-<a class="anchor" aria-label="anchor" href="#setting-up-the-tutorial-environment"></a></h2>
-<hr class="half-width"></section><section><h2 class="section-heading" id="getting-workshop-material">Getting workshop material<a class="anchor" aria-label="anchor" href="#getting-workshop-material"></a>
-<a class="anchor" aria-label="anchor" href="#getting-workshop-material"></a></h2>
+</section><section id="setup"><section><h2 class="section-heading" id="setting-up-the-tutorial-environment">Setting up the tutorial environment<a class="anchor" aria-label="anchor" href="#setting-up-the-tutorial-environment"></a></h2>
+<hr class="half-width"></section><section><h2 class="section-heading" id="getting-workshop-material">Getting workshop material<a class="anchor" aria-label="anchor" href="#getting-workshop-material"></a></h2>
 <hr class="half-width"><div class="section level3">
 <h3 id="method-1-downloading-directly-from-the-repository">Method 1: Downloading directly from the repository<a class="anchor" aria-label="anchor" href="#method-1-downloading-directly-from-the-repository"></a></h3>
 <p>On the <a href="https://github.com/carpentries-incubator/SDC-BIDS-sMRI" class="external-link">GitHub
@@ -486,8 +482,7 @@ <h3 id="method-2-using-pyenv-linux-macos">Method 2: Using pyenv [Linux, MacOS]<a
 jupyter notebook
 </code></pre>
 </div>
-</section><section><h2 class="section-heading" id="data-used-by-the-notebooks">Data used by the notebooks<a class="anchor" aria-label="anchor" href="#data-used-by-the-notebooks"></a>
-<a class="anchor" aria-label="anchor" href="#data-used-by-the-notebooks"></a></h2>
+</section><section><h2 class="section-heading" id="data-used-by-the-notebooks">Data used by the notebooks<a class="anchor" aria-label="anchor" href="#data-used-by-the-notebooks"></a></h2>
 <hr class="half-width"><p>All datasets needed for the notebook examples are inside the
 ./SDC-BIDS-sMRI/local_data/ directory.</p>
 </section></section></main><nav class="bottom-pagination mx-md-4" aria-label="Next Chapter"><!-- content for small screens --><div class="d-block d-sm-block d-md-none">
@@ -517,7 +512,7 @@ <h3 id="method-2-using-pyenv-linux-macos">Method 2: Using pyenv [Linux, MacOS]<a
         <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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@@ -539,8 +534,8 @@ <h3 id="method-2-using-pyenv-linux-macos">Method 2: Using pyenv [Linux, MacOS]<a
   "url": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/index.html",
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/index.html",
   "dateCreated": "2024-06-25",
-  "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 81e00d8..52f6a35 100644
--- a/instructor-notes.html
+++ b/instructor-notes.html
@@ -330,10 +330,10 @@ <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>
@@ -356,7 +356,7 @@ <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>
 
 
@@ -407,7 +407,7 @@ <h1>Instructor Notes</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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@@ -430,8 +430,8 @@ <h1>Instructor Notes</h1>
   "url": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor-notes.html",
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor-notes.html",
   "dateCreated": "2024-06-25",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
+  "dateModified": "2024-08-27",
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/01-Image_Modalities.html b/instructor/01-Image_Modalities.html
index bb04703..09ad480 100644
--- a/instructor/01-Image_Modalities.html
+++ b/instructor/01-Image_Modalities.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">
@@ -381,10 +381,8 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a>
-<a class="anchor" aria-label="anchor" href="#you-are-here"></a></h2>
-<hr class="half-width"><figure><img src="../fig/episode_1/Course_flow_1.png" alt="course_flow" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="image-acquisition">Image acquisition<a class="anchor" aria-label="anchor" href="#image-acquisition"></a>
-<a class="anchor" aria-label="anchor" href="#image-acquisition"></a></h2>
+<section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a></h2>
+<hr class="half-width"><figure><img src="../fig/episode_1/Course_flow_1.png" alt="course_flow" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="image-acquisition">Image acquisition<a class="anchor" aria-label="anchor" href="#image-acquisition"></a></h2>
 <hr class="half-width"><ol style="list-style-type: decimal"><li><p>The acquisition starts with application of strong magnetic field
 B<sub>0</sub> (e.g. 1.5 or 3.0 Tesla &gt; 10000x earth’s magnetic field)
 which forces the hydrogen nuclei of the abundant water molecules in soft
@@ -412,8 +410,7 @@ <h3 class="card-title">Objectives</h3>
 parameter: echo time (TE)) and how fast you repeat the
 <em>tilt-relax</em> process i.e. RF pulse frequency (design parameter:
 repetition time (TR)).</p></li>
-</ol></section><section><h2 class="section-heading" id="t1-and-t2-relaxation">T1 and T2 relaxation<a class="anchor" aria-label="anchor" href="#t1-and-t2-relaxation"></a>
-<a class="anchor" aria-label="anchor" href="#t1-and-t2-relaxation"></a></h2>
+</ol></section><section><h2 class="section-heading" id="t1-and-t2-relaxation">T1 and T2 relaxation<a class="anchor" aria-label="anchor" href="#t1-and-t2-relaxation"></a></h2>
 <hr class="half-width"><p>Here we see signal from two different tissues as the nuclei are
 tilted and realigned. The figure on the left shows a single nucleus
 (i.e. tiny magnet) being tilted away and then precessing back to the the
@@ -421,13 +418,11 @@ <h3 class="card-title">Objectives</h3>
 corresponding registered T1 and T2 signal profiles for two different
 “tissues”. The difference in their signal intensities results in the
 image contrast.</p>
-<figure><img src="https://user-images.githubusercontent.com/7978607/112332334-08750c80-8c90-11eb-90fc-33956c037a1c.gif" alt="MR_relax" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="brain-tissue-comparison">Brain tissue comparison<a class="anchor" aria-label="anchor" href="#brain-tissue-comparison"></a>
-<a class="anchor" aria-label="anchor" href="#brain-tissue-comparison"></a></h2>
+<figure><img src="https://user-images.githubusercontent.com/7978607/112332334-08750c80-8c90-11eb-90fc-33956c037a1c.gif" alt="MR_relax" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="brain-tissue-comparison">Brain tissue comparison<a class="anchor" aria-label="anchor" href="#brain-tissue-comparison"></a></h2>
 <hr class="half-width"><p>The dotted-black line represents the epoch when you “listen” to the
 signal (i.e. echo time or TE).</p>
 <p><img src="../fig/episode_1/relax_tissue_contrast.png" alt="relax_tissue_contrast" class="figure">)</p>
-</section><section><h2 class="section-heading" id="t1w-t2w-and-pd-acquisition">T1w, T2w, and PD acquisition<a class="anchor" aria-label="anchor" href="#t1w-t2w-and-pd-acquisition"></a>
-<a class="anchor" aria-label="anchor" href="#t1w-t2w-and-pd-acquisition"></a></h2>
+</section><section><h2 class="section-heading" id="t1w-t2w-and-pd-acquisition">T1w, T2w, and PD acquisition<a class="anchor" aria-label="anchor" href="#t1w-t2w-and-pd-acquisition"></a></h2>
 <hr class="half-width"><table class="table"><colgroup><col width="14%"><col width="45%"><col width="40%"></colgroup><thead><tr class="header"><th align="center"></th>
 <th align="center">TE short</th>
 <th align="center">TE long (~ T2 of tissue of interest)</th>
@@ -446,8 +441,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="pulse-sequence-parameters-and-image-contrast" class="callout-inner">
-<h3 class="callout-title">pulse sequence parameters and image contrast<a class="anchor" aria-label="anchor" href="#pulse-sequence-parameters-and-image-contrast"></a>
-</h3>
+<h3 class="callout-title">pulse sequence parameters and image contrast</h3>
 <div class="callout-content">
 <p>What are the two basic pulse sequence parameters that impact T1w and
 T2w image contrasts? Which one is larger?</p>
@@ -489,8 +483,7 @@ <h3 id="t1-and-t2-relaxation-times-for-various-tissues">T1 and T2 relaxation tim
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="tissue-type-and-image-contrast" class="callout-inner">
-<h3 class="callout-title">Tissue type and image contrast<a class="anchor" aria-label="anchor" href="#tissue-type-and-image-contrast"></a>
-</h3>
+<h3 class="callout-title">Tissue type and image contrast</h3>
 <div class="callout-content">
 <p>In the T1w image, which one is brighter: White matter, Grey Matter,
 or CSF?</p>
@@ -540,15 +533,12 @@ <h3 id="applications-per-modality">Applications per modality<a class="anchor" ar
 <td align="center">Similar to T2 with the CSF signal suppressed</td>
 <td align="center">Identify demyelination</td>
 </tr></tbody></table></div>
-</section><section><h2 class="section-heading" id="image-acquisition-process-and-parameters">Image acquisition process and parameters<a class="anchor" aria-label="anchor" href="#image-acquisition-process-and-parameters"></a>
-<a class="anchor" aria-label="anchor" href="#image-acquisition-process-and-parameters"></a></h2>
-<hr class="half-width"><figure><img src="../fig/episode_1/Pulse_seq.png" alt="Drawing" align="middle" width="1000px" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="what-do-we-want">What do we want?<a class="anchor" aria-label="anchor" href="#what-do-we-want"></a>
-<a class="anchor" aria-label="anchor" href="#what-do-we-want"></a></h2>
+</section><section><h2 class="section-heading" id="image-acquisition-process-and-parameters">Image acquisition process and parameters<a class="anchor" aria-label="anchor" href="#image-acquisition-process-and-parameters"></a></h2>
+<hr class="half-width"><figure><img src="../fig/episode_1/Pulse_seq.png" alt="Drawing" align="middle" width="1000px" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="what-do-we-want">What do we want?<a class="anchor" aria-label="anchor" href="#what-do-we-want"></a></h2>
 <hr class="half-width"><ul><li>High image contrast</li>
 <li>High spatial resolution</li>
 <li>Low scan time!</li>
-</ul></section><section><h2 class="section-heading" id="what-can-we-control">What can we control?<a class="anchor" aria-label="anchor" href="#what-can-we-control"></a>
-<a class="anchor" aria-label="anchor" href="#what-can-we-control"></a></h2>
+</ul></section><section><h2 class="section-heading" id="what-can-we-control">What can we control?<a class="anchor" aria-label="anchor" href="#what-can-we-control"></a></h2>
 <hr class="half-width"><div class="section level3">
 <h3 id="magnetic-strengths-1-5t-vs-3t-vs-7t">Magnetic strengths 1.5T vs 3T vs 7T<a class="anchor" aria-label="anchor" href="#magnetic-strengths-1-5t-vs-3t-vs-7t"></a></h3>
 <ul><li>Higher magnetic strength –&gt; better spatial resolution, better SNR
@@ -575,8 +565,7 @@ <h3 id="spatial-encoding-of-the-signal">Spatial encoding of the signal<a class="
 MRIquestions.com</em></p>
 </div>
 </section><section><h2 class="section-heading" id="interacting-with-images-see-this-notebook-for-detailed-example-">Interacting with images (see <a href="../code/1_sMRI_modalities.ipynb">this notebook</a> for detailed
-example.)<a class="anchor" aria-label="anchor" href="#interacting-with-images-see-this-notebook-for-detailed-example."></a>
-<a class="anchor" aria-label="anchor" href="#interacting-with-images-see-this-notebook-for-detailed-example-"></a></h2>
+example.)<a class="anchor" aria-label="anchor" href="#interacting-with-images-see-this-notebook-for-detailed-example-"></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>
@@ -610,8 +599,7 @@ <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>Different acquisition techniques will offer better quantification of
 specific brain tissues</li>
@@ -654,7 +642,7 @@ <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">
@@ -677,7 +665,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
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diff --git a/instructor/02-Image_Cleanup.html b/instructor/02-Image_Cleanup.html
index 2201bbc..5144045 100644
--- a/instructor/02-Image_Cleanup.html
+++ b/instructor/02-Image_Cleanup.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
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@@ -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">
@@ -373,10 +373,8 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a>
-<a class="anchor" aria-label="anchor" href="#you-are-here"></a></h2>
-<hr class="half-width"><figure><img src="../fig/episode_2/Course_flow_2.png" alt="course_flow" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="why-do-we-need-image-clean-ups">Why do we need image clean-ups?<a class="anchor" aria-label="anchor" href="#why-do-we-need-image-clean-ups"></a>
-<a class="anchor" aria-label="anchor" href="#why-do-we-need-image-clean-ups"></a></h2>
+<section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a></h2>
+<hr class="half-width"><figure><img src="../fig/episode_2/Course_flow_2.png" alt="course_flow" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="why-do-we-need-image-clean-ups">Why do we need image clean-ups?<a class="anchor" aria-label="anchor" href="#why-do-we-need-image-clean-ups"></a></h2>
 <hr class="half-width"><p>Correcting or cleaning-up certain artifacts from the raw
 (i.e. acquired) MR scans is crucial for the successful processing of
 subsequent image normalization tasks as well as the downstream
@@ -413,8 +411,7 @@ <h3 id="intensity-normalization-a-k-a-bias-field-correction-a-k-a--intensity-inh
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="bias-field-correction-quiz" class="callout-inner">
-<h3 class="callout-title">Bias field correction quiz<a class="anchor" aria-label="anchor" href="#bias-field-correction-quiz"></a>
-</h3>
+<h3 class="callout-title">Bias field correction quiz</h3>
 <div class="callout-content">
 <p>What is the difference between bias field and image noise?</p>
 </div>
@@ -546,8 +543,7 @@ <h3 id="example-brain-extractions-pass-fail">Example brain extractions pass / fa
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="brain-extraction-quiz" class="callout-inner">
-<h3 class="callout-title">Brain extraction quiz<a class="anchor" aria-label="anchor" href="#brain-extraction-quiz"></a>
-</h3>
+<h3 class="callout-title">Brain extraction quiz</h3>
 <div class="callout-content">
 <p>Can we use this brain-mask as an estimate for brain volume?</p>
 </div>
@@ -636,8 +632,7 @@ <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>Presence of artifacts can lead to flawed analysis and incorrect
 findings</li>
@@ -681,7 +676,7 @@ <h3 class="callout-title">Key Points<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>
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
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 	<div id="to-top">
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-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
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diff --git a/instructor/03-Image_Spatial_Normalization.html b/instructor/03-Image_Spatial_Normalization.html
index 1df8bf9..3d43245 100644
--- a/instructor/03-Image_Spatial_Normalization.html
+++ b/instructor/03-Image_Spatial_Normalization.html
@@ -286,10 +286,10 @@ <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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@@ -309,7 +309,7 @@ <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">
@@ -377,16 +377,13 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a>
-<a class="anchor" aria-label="anchor" href="#you-are-here"></a></h2>
-<hr class="half-width"><figure><img src="../fig/episode_3/Course_flow_3.png" alt="course_flow" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="why-do-we-need-spatial-normalization">Why do we need spatial normalization<a class="anchor" aria-label="anchor" href="#why-do-we-need-spatial-normalization"></a>
-<a class="anchor" aria-label="anchor" href="#why-do-we-need-spatial-normalization"></a></h2>
+<section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a></h2>
+<hr class="half-width"><figure><img src="../fig/episode_3/Course_flow_3.png" alt="course_flow" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="why-do-we-need-spatial-normalization">Why do we need spatial normalization<a class="anchor" aria-label="anchor" href="#why-do-we-need-spatial-normalization"></a></h2>
 <hr class="half-width"><div class="section level3">
 <h3 id="compare-and-combine-brain-images-across-modalities-individuals-and-studies">Compare and combine brain images across modalities, individuals, and
 studies<a class="anchor" aria-label="anchor" href="#compare-and-combine-brain-images-across-modalities-individuals-and-studies"></a></h3>
 </div>
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-<a class="anchor" aria-label="anchor" href="#what-do-we-need-for-spatial-normalization"></a></h2>
+</section><section><h2 class="section-heading" id="what-do-we-need-for-spatial-normalization">What do we need for spatial normalization<a class="anchor" aria-label="anchor" href="#what-do-we-need-for-spatial-normalization"></a></h2>
 <hr class="half-width"><div class="section level4">
 <h4 id="a-reference-frame-a-3d-space-that-assigns-xyz-coordinates-to-anatomical-regions-independent-of-voxel-dimensions-">1. A reference frame: A 3D space that assigns x,y,z coordinates to
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 <div class="section level4">
 <h4 id="an-image-registration-algorithm">3. An image registration algorithm<a class="anchor" aria-label="anchor" href="#an-image-registration-algorithm"></a></h4>
 </div>
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-<a class="anchor" aria-label="anchor" href="#coordinate-systems-and-spaces"></a></h2>
+</section><section><h2 class="section-heading" id="coordinate-systems-and-spaces">1. Coordinate systems and spaces<a class="anchor" aria-label="anchor" href="#coordinate-systems-and-spaces"></a></h2>
 <hr class="half-width"><ul><li>World coordinates</li>
 <li>Anatomical coordinates</li>
 <li>Image coordinates</li>
@@ -476,8 +472,7 @@ <h4 id="image-source-1"><em>Image <a href="https://www.slicer.org/wiki/Coordinat
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="quiz-coordinate-systems" class="callout-inner">
-<h3 class="callout-title">Quiz: coordinate systems<a class="anchor" aria-label="anchor" href="#quiz-coordinate-systems"></a>
-</h3>
+<h3 class="callout-title">Quiz: coordinate systems</h3>
 <div class="callout-content">
 <p>What happens when you downsample a MR image?</p>
 </div>
@@ -488,7 +483,7 @@ <h3 class="callout-title">Quiz: coordinate systems<a class="anchor" aria-label="
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+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>Downsampling reduces the number of total voxels in the image.
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@@ -501,8 +496,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </div>
 </div>
 </div>
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-<a class="anchor" aria-label="anchor" href="#mr-image-templates"></a></h2>
+</section><section><h2 class="section-heading" id="mr-image-templates">2. MR image templates<a class="anchor" aria-label="anchor" href="#mr-image-templates"></a></h2>
 <hr class="half-width"><ul><li><p>An anatomical template is an average MR volume whose voxels
 encode the average probability of different tissue classes (e.g. WM, GM,
 and CSF) at particular spatial location. The template creation is an
@@ -580,8 +574,7 @@ <h3 id="t1-templates-mni305-collin27-mni152-linear-mni152-nonlinear">T1 template
 <div class="section level3">
 <h3 id="multimodal-mniicbm152-atlas">Multimodal MNI/ICBM152 atlas<a class="anchor" aria-label="anchor" href="#multimodal-mniicbm152-atlas"></a></h3>
 <figure><img src="../fig/episode_3/mni_icbm152_sym_09c_small.jpeg" alt="mni_icbm152" class="figure mx-auto d-block"></figure></div>
-</section><section><h2 class="section-heading" id="image-registration">3. Image registration<a class="anchor" aria-label="anchor" href="#image-registration"></a>
-<a class="anchor" aria-label="anchor" href="#image-registration"></a></h2>
+</section><section><h2 class="section-heading" id="image-registration">3. Image registration<a class="anchor" aria-label="anchor" href="#image-registration"></a></h2>
 <hr class="half-width"><div class="section level4">
 <h4 id="a-process-that-aligns-an-image-from-one-coordinate-space-to-another-">A process that aligns an image from one coordinate space to
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@@ -646,8 +639,7 @@ <h4 id="a-process-that-aligns-an-image-from-one-coordinate-space-to-another-">A
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="quiz-image-registration" class="callout-inner">
-<h3 class="callout-title">Quiz: Image registration<a class="anchor" aria-label="anchor" href="#quiz-image-registration"></a>
-</h3>
+<h3 class="callout-title">Quiz: Image registration</h3>
 <div class="callout-content">
 <p>What would the information encoded in the non-linear deformation tell
 you about the subject?</p>
@@ -659,7 +651,7 @@ <h3 class="callout-title">Quiz: Image registration<a class="anchor" aria-label="
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-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>The deformation fields encode information regarding local
 morphometric brain changes. These can be quantified using “Jacobians” of
@@ -710,8 +702,7 @@ <h3 id="subject-space-vs-reference-space-use-cases">Subject space vs reference s
 <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>Reference coordinate spaces and spatial normalization offer a way to
 map and compare brain anatomy across modalities, individuals, and
@@ -756,7 +747,7 @@ <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">
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diff --git a/instructor/04-Image_Quantification.html b/instructor/04-Image_Quantification.html
index 89e4c6a..0120102 100644
--- a/instructor/04-Image_Quantification.html
+++ b/instructor/04-Image_Quantification.html
@@ -285,10 +285,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
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-            <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">
@@ -378,10 +378,8 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a>
-<a class="anchor" aria-label="anchor" href="#you-are-here"></a></h2>
-<hr class="half-width"><figure><img src="../fig/episode_4/Course_flow_4.png" alt="course_flow" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="segmentation-of-brain-tissues">Segmentation of brain tissues<a class="anchor" aria-label="anchor" href="#segmentation-of-brain-tissues"></a>
-<a class="anchor" aria-label="anchor" href="#segmentation-of-brain-tissues"></a></h2>
+<section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a></h2>
+<hr class="half-width"><figure><img src="../fig/episode_4/Course_flow_4.png" alt="course_flow" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="segmentation-of-brain-tissues">Segmentation of brain tissues<a class="anchor" aria-label="anchor" href="#segmentation-of-brain-tissues"></a></h2>
 <hr class="half-width"><p>Brain anatomy is different for every individual. Brain tissues are
 typically divided into:</p>
 <ul><li>
@@ -432,8 +430,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="which-software-to-use-for-segmentation-and-parcellation" class="callout-inner">
-<h3 class="callout-title">Which software to use for segmentation and parcellation ?<a class="anchor" aria-label="anchor" href="#which-software-to-use-for-segmentation-and-parcellation"></a>
-</h3>
+<h3 class="callout-title">Which software to use for segmentation and parcellation ?</h3>
 <div class="callout-content">
 <p>Common software to segment volumetric data include <a href="https://fsl.fmrib.ox.ac.uk/fsl/fslwiki" class="external-link">FSL</a>, <a href="https://www.fil.ion.ucl.ac.uk/spm" class="external-link">SPM</a> and <a href="https://stnava.github.io/ANTs" class="external-link">ANTS</a>. One of the most used
 software to segment surface data (in addition of volumetric data) is <a href="https://surfer.nmr.mgh.harvard.edu" class="external-link">Freesurfer</a>. In this
@@ -443,8 +440,7 @@ <h3 class="callout-title">Which software to use for segmentation and parcellatio
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="tissue-segmentation-and-visualization-in-practice">Tissue segmentation and visualization in practice<a class="anchor" aria-label="anchor" href="#tissue-segmentation-and-visualization-in-practice"></a>
-<a class="anchor" aria-label="anchor" href="#tissue-segmentation-and-visualization-in-practice"></a></h2>
+</section><section><h2 class="section-heading" id="tissue-segmentation-and-visualization-in-practice">Tissue segmentation and visualization in practice<a class="anchor" aria-label="anchor" href="#tissue-segmentation-and-visualization-in-practice"></a></h2>
 <hr class="half-width"><p>The tissues can be differentiated according to the MRI signal
 intensity, however as seen in episode 2, the main magnetic field can
 introduce bias and create signal inhomogeneities. It is therefore
@@ -500,8 +496,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="jupyter-notebook-challenge" class="callout-inner">
-<h3 class="callout-title">Jupyter notebook challenge<a class="anchor" aria-label="anchor" href="#jupyter-notebook-challenge"></a>
-</h3>
+<h3 class="callout-title">Jupyter notebook challenge</h3>
 <div class="callout-content">
 <p>Can you modify the code in the Jupyter notebook to plot the histogram
 of the brain before skull-stripping ?</p>
@@ -513,7 +508,7 @@ <h3 class="callout-title">Jupyter notebook challenge<a class="anchor" aria-label
 <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"> Hint </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p>Try to switch the variable of one T1 image for another.</p>
 </div>
@@ -546,8 +541,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="a-simple-matter-of-thresholding" class="callout-inner">
-<h3 class="callout-title">A simple matter of thresholding ?<a class="anchor" aria-label="anchor" href="#a-simple-matter-of-thresholding"></a>
-</h3>
+<h3 class="callout-title">A simple matter of thresholding ?</h3>
 <div class="callout-content">
 <p>From the previous histogram, does the intensity itself seem enough to
 differentiate between different tissue classes ?</p>
@@ -559,7 +553,7 @@ <h3 class="callout-title">A simple matter of thresholding ?<a class="anchor" ari
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>From the shape of the histogram we can see there is some overlap
 between the tissue distributions. Segmentation on intensity alone is
@@ -616,8 +610,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="jupyter-notebook-challenge-1" class="callout-inner">
-<h3 class="callout-title">Jupyter notebook challenge<a class="anchor" aria-label="anchor" href="#jupyter-notebook-challenge-1"></a>
-</h3>
+<h3 class="callout-title">Jupyter notebook challenge</h3>
 <div class="callout-content">
 <p>Can you modify the code in the Jupyter notebook to plot the white
 matter surface ?</p>
@@ -629,7 +622,7 @@ <h3 class="callout-title">Jupyter notebook challenge<a class="anchor" aria-label
 <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"> Hint </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>Try to explore the BIDSLayout output to find the right surface
 file.</p>
@@ -658,8 +651,7 @@ <h3 id="in-disease-such-as-alzheimers-and-multiple-sclerosis">In disease such as
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="segmentation-problems-in-disease" class="callout-inner">
-<h3 class="callout-title">Segmentation problems in disease<a class="anchor" aria-label="anchor" href="#segmentation-problems-in-disease"></a>
-</h3>
+<h3 class="callout-title">Segmentation problems in disease</h3>
 <div class="callout-content">
 <p>What problems do you expect in the tissue segmentation of multiple
 sclerosis images ?</p>
@@ -671,7 +663,7 @@ <h3 class="callout-title">Segmentation problems in disease<a class="anchor" aria
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <p>An algorithm expecting three tissues types may misclassify lesions as
 GM on T1 images. Filling lesions with intensity corresponding to WM is a
@@ -684,8 +676,7 @@ <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </div>
 </div>
 </section><section><h2 class="section-heading" id="segmenting-tissue-classes-into-sub-components-atlasing-parcellation">Segmenting tissue classes into sub-components: atlasing,
-parcellation<a class="anchor" aria-label="anchor" href="#segmenting-tissue-classes-into-sub-components-atlasing-parcellation"></a>
-<a class="anchor" aria-label="anchor" href="#segmenting-tissue-classes-into-sub-components-atlasing-parcellation"></a></h2>
+parcellation<a class="anchor" aria-label="anchor" href="#segmenting-tissue-classes-into-sub-components-atlasing-parcellation"></a></h2>
 <hr class="half-width"><p>A natural step after identifying tissue classes, is sub-dividing the
 tissue(s) of interest into sub-components. GM is commonly split into
 non-overlapping regions of interests (ROIs). This splitting process is
@@ -708,8 +699,7 @@ <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="atlas-vs-parcellation" class="callout-inner">
-<h3 class="callout-title">Atlas vs Parcellation<a class="anchor" aria-label="anchor" href="#atlas-vs-parcellation"></a>
-</h3>
+<h3 class="callout-title">Atlas vs Parcellation</h3>
 <div class="callout-content">
 <p>A parcellation can be defined as the splitting of an object into
 non-overlapping components. Since an atlas divide the brain into
@@ -734,8 +724,7 @@ <h3 class="callout-title">Atlas vs Parcellation<a class="anchor" aria-label="anc
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="probability-atlas-threshold" class="callout-inner">
-<h3 class="callout-title">Probability atlas threshold<a class="anchor" aria-label="anchor" href="#probability-atlas-threshold"></a>
-</h3>
+<h3 class="callout-title">Probability atlas threshold</h3>
 <div class="callout-content">
 <p>Given a probabilistic atlas, is there a single probability threshold
 which would guaranteed each brain volume voxel (or surface vertices) to
@@ -749,7 +738,7 @@ <h3 class="callout-title">Probability atlas threshold<a class="anchor" aria-labe
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
 <div class="accordion-body">
 <p>In virtually all cases no single probability threshold will result in
 each voxel (or vertex) belonging to a unique ROI. A high threshold will
@@ -930,8 +919,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="jupyter-notebook-challenge-2" class="callout-inner">
-<h3 class="callout-title">Jupyter notebook challenge<a class="anchor" aria-label="anchor" href="#jupyter-notebook-challenge-2"></a>
-</h3>
+<h3 class="callout-title">Jupyter notebook challenge</h3>
 <div class="callout-content">
 <p>Can you modify the code in the Jupyter notebook to extract and
 display the right precuneus ?</p>
@@ -943,7 +931,7 @@ <h3 class="callout-title">Jupyter notebook challenge<a class="anchor" aria-label
 <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"> Hint </h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
 <div class="accordion-body">
 <p>This exercise involves a change of both ROI and hemisphere.</p>
 </div>
@@ -960,8 +948,7 @@ <h4 class="accordion-header" id="headingSolution6"> Hint </h4>
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Brain segmentation and parcellation is a key step towards further
 analysis</li>
@@ -1010,7 +997,7 @@ <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 +1020,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/04-Image_Quantification.html",
   "dateCreated": "2024-06-25",
   "dateModified": "2024-02-19",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/05-Image_QC.html b/instructor/05-Image_QC.html
index e7d7bf2..df057bf 100644
--- a/instructor/05-Image_QC.html
+++ b/instructor/05-Image_QC.html
@@ -283,10 +283,10 @@ <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>
@@ -306,7 +306,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -373,10 +373,8 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a>
-<a class="anchor" aria-label="anchor" href="#you-are-here"></a></h2>
-<hr class="half-width"><figure><img src="../fig/episode_5/Course_flow_5.png" alt="course_flow" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="things-that-can-go-wrong">Things that can go wrong…<a class="anchor" aria-label="anchor" href="#things-that-can-go-wrong"></a>
-<a class="anchor" aria-label="anchor" href="#things-that-can-go-wrong"></a></h2>
+<section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a></h2>
+<hr class="half-width"><figure><img src="../fig/episode_5/Course_flow_5.png" alt="course_flow" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="things-that-can-go-wrong">Things that can go wrong…<a class="anchor" aria-label="anchor" href="#things-that-can-go-wrong"></a></h2>
 <hr class="half-width"><div class="section level3">
 <h3 id="acquistion">Acquistion<a class="anchor" aria-label="anchor" href="#acquistion"></a></h3>
 <div class="section level4">
@@ -405,8 +403,7 @@ <h3 id="quantification">Quantification<a class="anchor" aria-label="anchor" href
 and <a href="https://www.sciencedirect.com/science/article/pii/S1053811914001840?via%3Dihub" class="external-link">cerebellar</a>
 for segmentation method details.</em></p>
 </div>
-</section><section><h2 class="section-heading" id="automatic-qc-tools">Automatic QC tools<a class="anchor" aria-label="anchor" href="#automatic-qc-tools"></a>
-<a class="anchor" aria-label="anchor" href="#automatic-qc-tools"></a></h2>
+</section><section><h2 class="section-heading" id="automatic-qc-tools">Automatic QC tools<a class="anchor" aria-label="anchor" href="#automatic-qc-tools"></a></h2>
 <hr class="half-width"><div class="section level3">
 <h3 id="using-reports-from-exisiting-pipelines-httpsfmriprep-orgenstable_staticsample_report-html">Using reports from exisiting pipelines: <a href="https://fmriprep.org/en/stable/_static/sample_report.html" class="external-link">https://fmriprep.org/en/stable/_static/sample_report.html</a>
 <a class="anchor" aria-label="anchor" href="#using-reports-from-exisiting-pipelines-httpsfmriprep-orgenstable_staticsample_report-html"></a></h3>
@@ -443,8 +440,7 @@ <h4 id="visualqc-assistive-tool-to-improve-the-quality-control-workflow-of-neuro
 <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>Image processing failures happen! It is important to perform
 systematic quality control to minimize biases</li>
@@ -489,7 +485,7 @@ <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">
@@ -512,7 +508,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/05-Image_QC.html",
   "dateCreated": "2024-06-25",
   "dateModified": "2024-02-19",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/06-Statistical_Analysis.html b/instructor/06-Statistical_Analysis.html
index 61f779e..558321a 100644
--- a/instructor/06-Statistical_Analysis.html
+++ b/instructor/06-Statistical_Analysis.html
@@ -286,10 +286,10 @@ <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>
@@ -309,7 +309,7 @@ <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">
@@ -382,16 +382,14 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a>
-<a class="anchor" aria-label="anchor" href="#you-are-here"></a></h2>
+<section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a></h2>
 <hr class="half-width"><figure><img src="../fig/episode_6/Course_flow_6.png" alt="course_flow" class="figure mx-auto d-block"></figure><p>All the previous episodes presented the required steps to arrive at a
 stage where the data is ready for metrics extraction and statistical
 analysis. In this episode we will introduce common metrics used to
 characterize the brain structure and morphology, and we will investigate
 statistical approaches to assess if age related brain changes can be
 found in a cohort of young adults.</p>
-</section><section><h2 class="section-heading" id="quantifying-tissue-properties">Quantifying tissue properties<a class="anchor" aria-label="anchor" href="#quantifying-tissue-properties"></a>
-<a class="anchor" aria-label="anchor" href="#quantifying-tissue-properties"></a></h2>
+</section><section><h2 class="section-heading" id="quantifying-tissue-properties">Quantifying tissue properties<a class="anchor" aria-label="anchor" href="#quantifying-tissue-properties"></a></h2>
 <hr class="half-width"><p>As seen in previous episodes, brain structural data can be
 represented as volumes or surfaces. Each of these representations are
 associated to different characteristics. In this episode we will look
@@ -563,8 +561,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="jupyter-notebook-challenge" class="callout-inner">
-<h3 class="callout-title">Jupyter notebook challenge<a class="anchor" aria-label="anchor" href="#jupyter-notebook-challenge"></a>
-</h3>
+<h3 class="callout-title">Jupyter notebook challenge</h3>
 <div class="callout-content">
 <p>Taking into account partial volume, can you measure the volume of the
 Left Caudate ? And if you feel adventurous of the Left Lateral ventricle
@@ -579,7 +576,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Hint
   </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p>Use the Freesurfer LUT to identify the correct ROI index. For the
 lateral ventricle, make sure you use the appropriate tissue type to
@@ -787,8 +784,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <figure><img src="../fig/episode_6/group_cortical_thickness_boxplot.png" alt="Group cortical thickness boxplot" class="figure mx-auto d-block"></figure></div>
 </div>
 </section><section><h2 class="section-heading" id="statistical-analysis-cortical-thickness-analysis-based-on-a-surface-atlas">Statistical analysis: cortical thickness analysis based on a surface
-atlas<a class="anchor" aria-label="anchor" href="#statistical-analysis-cortical-thickness-analysis-based-on-a-surface-atlas"></a>
-<a class="anchor" aria-label="anchor" href="#statistical-analysis-cortical-thickness-analysis-based-on-a-surface-atlas"></a></h2>
+atlas<a class="anchor" aria-label="anchor" href="#statistical-analysis-cortical-thickness-analysis-based-on-a-surface-atlas"></a></h2>
 <hr class="half-width"><p>Can we measure cortical thickness changes with age in young adults
 ?</p>
 <p>Now that we have cortical thickness measures, we can try to answer
@@ -831,8 +827,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="jupyter-notebook-challenge-1" class="callout-inner">
-<h3 class="callout-title">Jupyter notebook challenge<a class="anchor" aria-label="anchor" href="#jupyter-notebook-challenge-1"></a>
-</h3>
+<h3 class="callout-title">Jupyter notebook challenge</h3>
 <div class="callout-content">
 <p>As the name of our dataframe implies, there may be an issue with the
 data. Can you spot it ?</p>
@@ -846,7 +841,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Hint
   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>You’ll need to use your <code>pandas</code>-fu for this exercise.
 Check for NA (aka missing) values in your <code>pandas</code> dataframe.
@@ -861,8 +856,7 @@ <h4 class="accordion-header" id="headingSolution2">
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="jupyter-notebook-challenge-2" class="callout-inner">
-<h3 class="callout-title">Jupyter notebook challenge<a class="anchor" aria-label="anchor" href="#jupyter-notebook-challenge-2"></a>
-</h3>
+<h3 class="callout-title">Jupyter notebook challenge</h3>
 <div class="callout-content">
 <p>If you spotted the issue in the previous challenge, what would you
 propose to solve it ?</p>
@@ -876,7 +870,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Hint
   </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>Data imputation can be applied to appropriate columns, with the
 <code>fillna()</code> method. You may be interested in the
@@ -989,8 +983,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="rapid-statistical-interpretation" class="callout-inner">
-<h3 class="callout-title">Rapid statistical interpretation<a class="anchor" aria-label="anchor" href="#rapid-statistical-interpretation"></a>
-</h3>
+<h3 class="callout-title">Rapid statistical interpretation</h3>
 <div class="callout-content">
 <p>Can you provide one sentence summarizing the results of the OLS model
 regarding cortical thickness and age ?</p>
@@ -1128,8 +1121,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <figure><img src="../fig/episode_6/ct_age_tvals_left_hemi.png" alt="Cortical thickness vs age - surface t values on left hemi" class="figure mx-auto d-block"></figure><figure><img src="../fig/episode_6/ct_age_tvals_right_hemi.png" alt="Cortical thickness vs age - surface t values on right hemi" class="figure mx-auto d-block"></figure></div>
 </section><section><h2 class="section-heading" id="statistical-analysis-local-gm-changes-assessed-with-voxel-based-morphometry-vbm">Statistical analysis: local GM changes assessed with Voxel Based
-Morphometry (VBM)<a class="anchor" aria-label="anchor" href="#statistical-analysis-local-gm-changes-assessed-with-voxel-based-morphometry-vbm"></a>
-<a class="anchor" aria-label="anchor" href="#statistical-analysis-local-gm-changes-assessed-with-voxel-based-morphometry-vbm"></a></h2>
+Morphometry (VBM)<a class="anchor" aria-label="anchor" href="#statistical-analysis-local-gm-changes-assessed-with-voxel-based-morphometry-vbm"></a></h2>
 <hr class="half-width"><p>Relying on an atlas to identify and characterize brain changes or/and
 group differences is a common practice. While it offers more statistical
 power by limiting the comparisons to a limited set of regions, it
@@ -1161,8 +1153,7 @@ <h4 id="template-creation">Template creation<a class="anchor" aria-label="anchor
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="how-to-create-a-template" class="callout-inner">
-<h3 class="callout-title">How to create a template ?<a class="anchor" aria-label="anchor" href="#how-to-create-a-template"></a>
-</h3>
+<h3 class="callout-title">How to create a template ?</h3>
 <div class="callout-content">
 <p>We want to create a template on which to align the GM probability
 maps of all our subjects. Do you have an idea on how to create this
@@ -1177,7 +1168,7 @@ <h4 class="accordion-header" id="headingSolution4">
   Hint
   </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <p>You can have a look at the outputs generated by
 <code>smriprep/fmriprep</code>.</p>
@@ -1278,8 +1269,7 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="jupyter-notebook-challenge-3" class="callout-inner">
-<h3 class="callout-title">Jupyter notebook challenge<a class="anchor" aria-label="anchor" href="#jupyter-notebook-challenge-3"></a>
-</h3>
+<h3 class="callout-title">Jupyter notebook challenge</h3>
 <div class="callout-content">
 <p>Considering the definition of J output by FSL. In place of the
 question mark (?), what should be in the code below the mathematical
@@ -1541,8 +1531,7 @@ <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>Multiple volumetric and surface metrics exist to characterize brain
 structure morphology</li>
@@ -1591,7 +1580,7 @@ <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">
@@ -1614,7 +1603,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/06-Statistical_Analysis.html",
   "dateCreated": "2024-06-25",
   "dateModified": "2024-02-19",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/07-Reproducibility.html b/instructor/07-Reproducibility.html
index f5ae675..b5690df 100644
--- a/instructor/07-Reproducibility.html
+++ b/instructor/07-Reproducibility.html
@@ -285,10 +285,10 @@ <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>
@@ -308,7 +308,7 @@ <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">
@@ -374,10 +374,8 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a>
-<a class="anchor" aria-label="anchor" href="#you-are-here"></a></h2>
-<hr class="half-width"><figure><img src="../fig/episode_7/Course_flow_7.png" alt="course_flow" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="mr-image-processing-pipeline-selection-choices">MR image processing pipeline selection choices<a class="anchor" aria-label="anchor" href="#mr-image-processing-pipeline-selection-choices"></a>
-<a class="anchor" aria-label="anchor" href="#mr-image-processing-pipeline-selection-choices"></a></h2>
+<section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a></h2>
+<hr class="half-width"><figure><img src="../fig/episode_7/Course_flow_7.png" alt="course_flow" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="mr-image-processing-pipeline-selection-choices">MR image processing pipeline selection choices<a class="anchor" aria-label="anchor" href="#mr-image-processing-pipeline-selection-choices"></a></h2>
 <hr class="half-width"><ul><li>
 <p>Compute environment</p>
 <ul><li>OS / system math libararies</li>
@@ -399,23 +397,20 @@ <h3 class="card-title">Objectives</h3>
 <ul><li>Templates</li>
 <li>Atlases/parcellations: ROI definitions</li>
 </ul></li>
-</ul></section><section><h2 class="section-heading" id="example-software-analysis">Example software analysis<a class="anchor" aria-label="anchor" href="#example-software-analysis"></a>
-<a class="anchor" aria-label="anchor" href="#example-software-analysis"></a></h2>
+</ul></section><section><h2 class="section-heading" id="example-software-analysis">Example software analysis<a class="anchor" aria-label="anchor" href="#example-software-analysis"></a></h2>
 <hr class="half-width"><div class="section level3">
 <h3 id="task-compare-cortical-thickness-between-freesurfer-and-civet">Task: compare cortical thickness between FreeSurfer and CIVET<a class="anchor" aria-label="anchor" href="#task-compare-cortical-thickness-between-freesurfer-and-civet"></a></h3>
 <figure><img src="../fig/episode_7/Reproducibility.png" alt="Drawing" align="middle" width="700px" class="figure mx-auto d-block"></figure><p><em>Note: See <a href="%5Bhttps://academic.oup.com/cercor/article/30/9/5014/5831485%5D" class="external-link">this</a>
 for details on brain plots</em></p>
 </div>
-</section><section><h2 class="section-heading" id="correlation-between-thickness-measurements">Correlation between thickness measurements:<a class="anchor" aria-label="anchor" href="#correlation-between-thickness-measurements"></a>
-<a class="anchor" aria-label="anchor" href="#correlation-between-thickness-measurements"></a></h2>
+</section><section><h2 class="section-heading" id="correlation-between-thickness-measurements">Correlation between thickness measurements:<a class="anchor" aria-label="anchor" href="#correlation-between-thickness-measurements"></a></h2>
 <hr class="half-width"><div class="section level3">
 <h3 id="software-freesurfer-v5-1-v5-3-v6-0-civet-2-1-and-ants">Software: FreeSurfer (v5.1, v5.3, v6.0), CIVET (2.1) and ANTs<a class="anchor" aria-label="anchor" href="#software-freesurfer-v5-1-v5-3-v6-0-civet-2-1-and-ants"></a></h3>
 </div>
 <div class="section level3">
 <h3 id="parcellation-dkt">Parcellation: DKT<a class="anchor" aria-label="anchor" href="#parcellation-dkt"></a></h3>
 <figure><img src="../fig/episode_7/CT_compare_software.png" alt="Drawing" align="middle" width="700px" class="figure mx-auto d-block"></figure></div>
-</section><section><h2 class="section-heading" id="possible-choices-for-freesurfer-parcellations">Possible choices for FreeSurfer parcellations<a class="anchor" aria-label="anchor" href="#possible-choices-for-freesurfer-parcellations"></a>
-<a class="anchor" aria-label="anchor" href="#possible-choices-for-freesurfer-parcellations"></a></h2>
+</section><section><h2 class="section-heading" id="possible-choices-for-freesurfer-parcellations">Possible choices for FreeSurfer parcellations<a class="anchor" aria-label="anchor" href="#possible-choices-for-freesurfer-parcellations"></a></h2>
 <hr class="half-width"><div class="section level3">
 <h3 id="different-parcellation-different-results">Different parcellation different results?<a class="anchor" aria-label="anchor" href="#different-parcellation-different-results"></a></h3>
 </div>
@@ -430,8 +425,7 @@ <h3 id="inference-pertaining-to-neuroantomical-differences-andor-prediction-mode
 <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>It is crucial to assess biological vs methodological variation in
 your findings to avoid reproducibility crisis.</li>
@@ -475,7 +469,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
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 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -498,7 +492,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/07-Reproducibility.html",
   "dateCreated": "2024-06-25",
   "dateModified": "2024-02-19",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/404.html b/instructor/404.html
index 1150e4e..65cd43c 100644
--- a/instructor/404.html
+++ b/instructor/404.html
@@ -287,10 +287,10 @@ <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>
@@ -311,7 +311,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/aio.html" class="external-link">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="https://carpentries-incubator.github.io/SDC-BIDS-sMRI/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">
@@ -328,8 +328,7 @@ <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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@@ -364,7 +363,7 @@ <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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@@ -386,8 +385,8 @@ <h1>Page not found</h1>
   "url": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/404.html",
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/404.html",
   "dateCreated": "2024-06-25",
-  "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 8705d4d..74604d8 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
@@ -270,10 +270,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
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-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
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@@ -293,7 +293,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
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-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -383,7 +383,7 @@ <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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@@ -406,7 +406,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/CODE_OF_CONDUCT.html",
   "dateCreated": "2024-06-25",
   "dateModified": "2024-02-19",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index d1401c4..037aa82 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -270,10 +270,10 @@ <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>
@@ -293,7 +293,7 @@ <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">
@@ -338,8 +338,7 @@ <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
@@ -372,8 +371,7 @@ <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>
@@ -393,8 +391,7 @@ <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>
@@ -434,7 +431,7 @@ <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">
@@ -457,7 +454,7 @@ <h1>Licenses</h1>
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/LICENSE.html",
   "dateCreated": "2024-06-25",
   "dateModified": "2024-02-19",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/aio.html b/instructor/aio.html
index cdb8b7c..d5e1911 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -331,10 +331,10 @@ <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>
@@ -358,7 +358,7 @@ <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>
 
 
@@ -419,11 +419,9 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a>
-<a class="anchor" aria-label="anchor" href="#you-are-here"></a>
 </h2>
 <hr class="half-width">
 <figure><img src="../fig/episode_1/Course_flow_1.png" alt="course_flow" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="image-acquisition">Image acquisition<a class="anchor" aria-label="anchor" href="#image-acquisition"></a>
-<a class="anchor" aria-label="anchor" href="#image-acquisition"></a>
 </h2>
 <hr class="half-width">
 <ol style="list-style-type: decimal">
@@ -455,7 +453,6 @@ <h3 class="card-title">Objectives</h3>
 <em>tilt-relax</em> process i.e. RF pulse frequency (design parameter:
 repetition time (TR)).</p></li>
 </ol></section><section><h2 class="section-heading" id="t1-and-t2-relaxation">T1 and T2 relaxation<a class="anchor" aria-label="anchor" href="#t1-and-t2-relaxation"></a>
-<a class="anchor" aria-label="anchor" href="#t1-and-t2-relaxation"></a>
 </h2>
 <hr class="half-width">
 <p>Here we see signal from two different tissues as the nuclei are
@@ -466,14 +463,12 @@ <h3 class="card-title">Objectives</h3>
 “tissues”. The difference in their signal intensities results in the
 image contrast.</p>
 <figure><img src="https://user-images.githubusercontent.com/7978607/112332334-08750c80-8c90-11eb-90fc-33956c037a1c.gif" alt="MR_relax" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="brain-tissue-comparison">Brain tissue comparison<a class="anchor" aria-label="anchor" href="#brain-tissue-comparison"></a>
-<a class="anchor" aria-label="anchor" href="#brain-tissue-comparison"></a>
 </h2>
 <hr class="half-width">
 <p>The dotted-black line represents the epoch when you “listen” to the
 signal (i.e. echo time or TE).</p>
 <p><img src="../fig/episode_1/relax_tissue_contrast.png" alt="relax_tissue_contrast" class="figure">)</p>
 </section><section><h2 class="section-heading" id="t1w-t2w-and-pd-acquisition">T1w, T2w, and PD acquisition<a class="anchor" aria-label="anchor" href="#t1w-t2w-and-pd-acquisition"></a>
-<a class="anchor" aria-label="anchor" href="#t1w-t2w-and-pd-acquisition"></a>
 </h2>
 <hr class="half-width">
 <table class="table">
@@ -509,8 +504,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="pulse-sequence-parameters-and-image-contrast" class="callout-inner">
-<h3 class="callout-title">pulse sequence parameters and image contrast<a class="anchor" aria-label="anchor" href="#pulse-sequence-parameters-and-image-contrast"></a>
-</h3>
+<h3 class="callout-title">pulse sequence parameters and image contrast</h3>
 <div class="callout-content">
 <p>What are the two basic pulse sequence parameters that impact T1w and
 T2w image contrasts? Which one is larger?</p>
@@ -572,8 +566,7 @@ <h3 id="t1-and-t2-relaxation-times-for-various-tissues">T1 and T2 relaxation tim
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="tissue-type-and-image-contrast" class="callout-inner">
-<h3 class="callout-title">Tissue type and image contrast<a class="anchor" aria-label="anchor" href="#tissue-type-and-image-contrast"></a>
-</h3>
+<h3 class="callout-title">Tissue type and image contrast</h3>
 <div class="callout-content">
 <p>In the T1w image, which one is brighter: White matter, Grey Matter,
 or CSF?</p>
@@ -655,11 +648,9 @@ <h3 id="applications-per-modality">Applications per modality<a class="anchor" ar
 </table>
 </div>
 </section><section><h2 class="section-heading" id="image-acquisition-process-and-parameters">Image acquisition process and parameters<a class="anchor" aria-label="anchor" href="#image-acquisition-process-and-parameters"></a>
-<a class="anchor" aria-label="anchor" href="#image-acquisition-process-and-parameters"></a>
 </h2>
 <hr class="half-width">
 <figure><img src="../fig/episode_1/Pulse_seq.png" alt="Drawing" align="middle" width="1000px" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="what-do-we-want">What do we want?<a class="anchor" aria-label="anchor" href="#what-do-we-want"></a>
-<a class="anchor" aria-label="anchor" href="#what-do-we-want"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -667,7 +658,6 @@ <h3 id="applications-per-modality">Applications per modality<a class="anchor" ar
 <li>High spatial resolution</li>
 <li>Low scan time!</li>
 </ul></section><section><h2 class="section-heading" id="what-can-we-control">What can we control?<a class="anchor" aria-label="anchor" href="#what-can-we-control"></a>
-<a class="anchor" aria-label="anchor" href="#what-can-we-control"></a>
 </h2>
 <hr class="half-width">
 <div class="section level3">
@@ -715,8 +705,7 @@ <h3 id="spatial-encoding-of-the-signal">Spatial encoding of the signal<a class="
 MRIquestions.com</em></p>
 </div>
 </section><section><h2 class="section-heading" id="interacting-with-images-see-this-notebook-for-detailed-example-">Interacting with images (see <a href="../code/1_sMRI_modalities.ipynb">this notebook</a> for detailed
-example.)<a class="anchor" aria-label="anchor" href="#interacting-with-images-see-this-notebook-for-detailed-example."></a>
-<a class="anchor" aria-label="anchor" href="#interacting-with-images-see-this-notebook-for-detailed-example-"></a>
+example.)<a class="anchor" aria-label="anchor" href="#interacting-with-images-see-this-notebook-for-detailed-example-"></a>
 </h2>
 <hr class="half-width">
 <div class="codewrapper sourceCode" id="cb1">
@@ -762,8 +751,7 @@ <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>Different acquisition techniques will offer better quantification of
@@ -809,11 +797,9 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a>
-<a class="anchor" aria-label="anchor" href="#you-are-here"></a>
 </h2>
 <hr class="half-width">
 <figure><img src="../fig/episode_2/Course_flow_2.png" alt="course_flow" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="why-do-we-need-image-clean-ups">Why do we need image clean-ups?<a class="anchor" aria-label="anchor" href="#why-do-we-need-image-clean-ups"></a>
-<a class="anchor" aria-label="anchor" href="#why-do-we-need-image-clean-ups"></a>
 </h2>
 <hr class="half-width">
 <p>Correcting or cleaning-up certain artifacts from the raw
@@ -857,8 +843,7 @@ <h3 id="intensity-normalization-a-k-a-bias-field-correction-a-k-a--intensity-inh
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="bias-field-correction-quiz" class="callout-inner">
-<h3 class="callout-title">Bias field correction quiz<a class="anchor" aria-label="anchor" href="#bias-field-correction-quiz"></a>
-</h3>
+<h3 class="callout-title">Bias field correction quiz</h3>
 <div class="callout-content">
 <p>What is the difference between bias field and image noise?</p>
 </div>
@@ -1024,8 +1009,7 @@ <h3 id="example-brain-extractions-pass-fail">Example brain extractions pass / fa
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="brain-extraction-quiz" class="callout-inner">
-<h3 class="callout-title">Brain extraction quiz<a class="anchor" aria-label="anchor" href="#brain-extraction-quiz"></a>
-</h3>
+<h3 class="callout-title">Brain extraction quiz</h3>
 <div class="callout-content">
 <p>Can we use this brain-mask as an estimate for brain volume?</p>
 </div>
@@ -1130,8 +1114,7 @@ <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>Presence of artifacts can lead to flawed analysis and incorrect
@@ -1178,11 +1161,9 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a>
-<a class="anchor" aria-label="anchor" href="#you-are-here"></a>
 </h2>
 <hr class="half-width">
 <figure><img src="../fig/episode_3/Course_flow_3.png" alt="course_flow" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="why-do-we-need-spatial-normalization">Why do we need spatial normalization<a class="anchor" aria-label="anchor" href="#why-do-we-need-spatial-normalization"></a>
-<a class="anchor" aria-label="anchor" href="#why-do-we-need-spatial-normalization"></a>
 </h2>
 <hr class="half-width">
 <div class="section level3">
@@ -1191,7 +1172,6 @@ <h3 id="compare-and-combine-brain-images-across-modalities-individuals-and-studi
 </h3>
 </div>
 </section><section><h2 class="section-heading" id="what-do-we-need-for-spatial-normalization">What do we need for spatial normalization<a class="anchor" aria-label="anchor" href="#what-do-we-need-for-spatial-normalization"></a>
-<a class="anchor" aria-label="anchor" href="#what-do-we-need-for-spatial-normalization"></a>
 </h2>
 <hr class="half-width">
 <div class="section level4">
@@ -1209,7 +1189,6 @@ <h4 id="an-image-registration-algorithm">3. An image registration algorithm<a cl
 </h4>
 </div>
 </section><section><h2 class="section-heading" id="coordinate-systems-and-spaces">1. Coordinate systems and spaces<a class="anchor" aria-label="anchor" href="#coordinate-systems-and-spaces"></a>
-<a class="anchor" aria-label="anchor" href="#coordinate-systems-and-spaces"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -1313,8 +1292,7 @@ <h4 id="image-source-1">
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="quiz-coordinate-systems" class="callout-inner">
-<h3 class="callout-title">Quiz: coordinate systems<a class="anchor" aria-label="anchor" href="#quiz-coordinate-systems"></a>
-</h3>
+<h3 class="callout-title">Quiz: coordinate systems</h3>
 <div class="callout-content">
 <p>What happens when you downsample a MR image?</p>
 </div>
@@ -1325,7 +1303,7 @@ <h3 class="callout-title">Quiz: coordinate systems<a class="anchor" aria-label="
 <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>Downsampling reduces the number of total voxels in the image.
 Consequently the voxel-spacing is increased as more anatomical space is
@@ -1339,7 +1317,6 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </div>
 </div>
 </section><section><h2 class="section-heading" id="mr-image-templates">2. MR image templates<a class="anchor" aria-label="anchor" href="#mr-image-templates"></a>
-<a class="anchor" aria-label="anchor" href="#mr-image-templates"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -1444,7 +1421,6 @@ <h3 id="multimodal-mniicbm152-atlas">Multimodal MNI/ICBM152 atlas<a class="ancho
 <figure><img src="../fig/episode_3/mni_icbm152_sym_09c_small.jpeg" alt="mni_icbm152" class="figure mx-auto d-block"></figure>
 </div>
 </section><section><h2 class="section-heading" id="image-registration">3. Image registration<a class="anchor" aria-label="anchor" href="#image-registration"></a>
-<a class="anchor" aria-label="anchor" href="#image-registration"></a>
 </h2>
 <hr class="half-width">
 <div class="section level4">
@@ -1553,8 +1529,7 @@ <h4 id="a-process-that-aligns-an-image-from-one-coordinate-space-to-another-">A
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="quiz-image-registration" class="callout-inner">
-<h3 class="callout-title">Quiz: Image registration<a class="anchor" aria-label="anchor" href="#quiz-image-registration"></a>
-</h3>
+<h3 class="callout-title">Quiz: Image registration</h3>
 <div class="callout-content">
 <p>What would the information encoded in the non-linear deformation tell
 you about the subject?</p>
@@ -1566,7 +1541,7 @@ <h3 class="callout-title">Quiz: Image registration<a class="anchor" aria-label="
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>The deformation fields encode information regarding local
 morphometric brain changes. These can be quantified using “Jacobians” of
@@ -1620,8 +1595,7 @@ <h3 id="subject-space-vs-reference-space-use-cases">Subject space vs reference s
 <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>Reference coordinate spaces and spatial normalization offer a way to
@@ -1671,11 +1645,9 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a>
-<a class="anchor" aria-label="anchor" href="#you-are-here"></a>
 </h2>
 <hr class="half-width">
 <figure><img src="../fig/episode_4/Course_flow_4.png" alt="course_flow" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="segmentation-of-brain-tissues">Segmentation of brain tissues<a class="anchor" aria-label="anchor" href="#segmentation-of-brain-tissues"></a>
-<a class="anchor" aria-label="anchor" href="#segmentation-of-brain-tissues"></a>
 </h2>
 <hr class="half-width">
 <p>Brain anatomy is different for every individual. Brain tissues are
@@ -1734,8 +1706,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="which-software-to-use-for-segmentation-and-parcellation" class="callout-inner">
-<h3 class="callout-title">Which software to use for segmentation and parcellation ?<a class="anchor" aria-label="anchor" href="#which-software-to-use-for-segmentation-and-parcellation"></a>
-</h3>
+<h3 class="callout-title">Which software to use for segmentation and parcellation ?</h3>
 <div class="callout-content">
 <p>Common software to segment volumetric data include <a href="https://fsl.fmrib.ox.ac.uk/fsl/fslwiki" class="external-link">FSL</a>, <a href="https://www.fil.ion.ucl.ac.uk/spm" class="external-link">SPM</a> and <a href="https://stnava.github.io/ANTs" class="external-link">ANTS</a>. One of the most used
 software to segment surface data (in addition of volumetric data) is <a href="https://surfer.nmr.mgh.harvard.edu" class="external-link">Freesurfer</a>. In this
@@ -1746,7 +1717,6 @@ <h3 class="callout-title">Which software to use for segmentation and parcellatio
 </div>
 </div>
 </section><section><h2 class="section-heading" id="tissue-segmentation-and-visualization-in-practice">Tissue segmentation and visualization in practice<a class="anchor" aria-label="anchor" href="#tissue-segmentation-and-visualization-in-practice"></a>
-<a class="anchor" aria-label="anchor" href="#tissue-segmentation-and-visualization-in-practice"></a>
 </h2>
 <hr class="half-width">
 <p>The tissues can be differentiated according to the MRI signal
@@ -1805,8 +1775,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="jupyter-notebook-challenge" class="callout-inner">
-<h3 class="callout-title">Jupyter notebook challenge<a class="anchor" aria-label="anchor" href="#jupyter-notebook-challenge"></a>
-</h3>
+<h3 class="callout-title">Jupyter notebook challenge</h3>
 <div class="callout-content">
 <p>Can you modify the code in the Jupyter notebook to plot the histogram
 of the brain before skull-stripping ?</p>
@@ -1818,7 +1787,7 @@ <h3 class="callout-title">Jupyter notebook challenge<a class="anchor" aria-label
 <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"> Hint </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p>Try to switch the variable of one T1 image for another.</p>
 </div>
@@ -1851,8 +1820,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="a-simple-matter-of-thresholding" class="callout-inner">
-<h3 class="callout-title">A simple matter of thresholding ?<a class="anchor" aria-label="anchor" href="#a-simple-matter-of-thresholding"></a>
-</h3>
+<h3 class="callout-title">A simple matter of thresholding ?</h3>
 <div class="callout-content">
 <p>From the previous histogram, does the intensity itself seem enough to
 differentiate between different tissue classes ?</p>
@@ -1864,7 +1832,7 @@ <h3 class="callout-title">A simple matter of thresholding ?<a class="anchor" ari
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>From the shape of the histogram we can see there is some overlap
 between the tissue distributions. Segmentation on intensity alone is
@@ -1925,8 +1893,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="jupyter-notebook-challenge-1" class="callout-inner">
-<h3 class="callout-title">Jupyter notebook challenge<a class="anchor" aria-label="anchor" href="#jupyter-notebook-challenge-1"></a>
-</h3>
+<h3 class="callout-title">Jupyter notebook challenge</h3>
 <div class="callout-content">
 <p>Can you modify the code in the Jupyter notebook to plot the white
 matter surface ?</p>
@@ -1938,7 +1905,7 @@ <h3 class="callout-title">Jupyter notebook challenge<a class="anchor" aria-label
 <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"> Hint </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>Try to explore the BIDSLayout output to find the right surface
 file.</p>
@@ -1968,8 +1935,7 @@ <h3 id="in-disease-such-as-alzheimers-and-multiple-sclerosis">In disease such as
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="segmentation-problems-in-disease" class="callout-inner">
-<h3 class="callout-title">Segmentation problems in disease<a class="anchor" aria-label="anchor" href="#segmentation-problems-in-disease"></a>
-</h3>
+<h3 class="callout-title">Segmentation problems in disease</h3>
 <div class="callout-content">
 <p>What problems do you expect in the tissue segmentation of multiple
 sclerosis images ?</p>
@@ -1981,7 +1947,7 @@ <h3 class="callout-title">Segmentation problems in disease<a class="anchor" aria
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <p>An algorithm expecting three tissues types may misclassify lesions as
 GM on T1 images. Filling lesions with intensity corresponding to WM is a
@@ -1995,7 +1961,6 @@ <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </div>
 </section><section><h2 class="section-heading" id="segmenting-tissue-classes-into-sub-components-atlasing-parcellation">Segmenting tissue classes into sub-components: atlasing,
 parcellation<a class="anchor" aria-label="anchor" href="#segmenting-tissue-classes-into-sub-components-atlasing-parcellation"></a>
-<a class="anchor" aria-label="anchor" href="#segmenting-tissue-classes-into-sub-components-atlasing-parcellation"></a>
 </h2>
 <hr class="half-width">
 <p>A natural step after identifying tissue classes, is sub-dividing the
@@ -2020,8 +1985,7 @@ <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="atlas-vs-parcellation" class="callout-inner">
-<h3 class="callout-title">Atlas vs Parcellation<a class="anchor" aria-label="anchor" href="#atlas-vs-parcellation"></a>
-</h3>
+<h3 class="callout-title">Atlas vs Parcellation</h3>
 <div class="callout-content">
 <p>A parcellation can be defined as the splitting of an object into
 non-overlapping components. Since an atlas divide the brain into
@@ -2046,8 +2010,7 @@ <h3 class="callout-title">Atlas vs Parcellation<a class="anchor" aria-label="anc
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="probability-atlas-threshold" class="callout-inner">
-<h3 class="callout-title">Probability atlas threshold<a class="anchor" aria-label="anchor" href="#probability-atlas-threshold"></a>
-</h3>
+<h3 class="callout-title">Probability atlas threshold</h3>
 <div class="callout-content">
 <p>Given a probabilistic atlas, is there a single probability threshold
 which would guaranteed each brain volume voxel (or surface vertices) to
@@ -2061,7 +2024,7 @@ <h3 class="callout-title">Probability atlas threshold<a class="anchor" aria-labe
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
 <div class="accordion-body">
 <p>In virtually all cases no single probability threshold will result in
 each voxel (or vertex) belonging to a unique ROI. A high threshold will
@@ -2257,8 +2220,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="jupyter-notebook-challenge-2" class="callout-inner">
-<h3 class="callout-title">Jupyter notebook challenge<a class="anchor" aria-label="anchor" href="#jupyter-notebook-challenge-2"></a>
-</h3>
+<h3 class="callout-title">Jupyter notebook challenge</h3>
 <div class="callout-content">
 <p>Can you modify the code in the Jupyter notebook to extract and
 display the right precuneus ?</p>
@@ -2270,7 +2232,7 @@ <h3 class="callout-title">Jupyter notebook challenge<a class="anchor" aria-label
 <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"> Hint </h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
 <div class="accordion-body">
 <p>This exercise involves a change of both ROI and hemisphere.</p>
 </div>
@@ -2287,8 +2249,7 @@ <h4 class="accordion-header" id="headingSolution6"> Hint </h4>
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Brain segmentation and parcellation is a key step towards further
@@ -2339,11 +2300,9 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a>
-<a class="anchor" aria-label="anchor" href="#you-are-here"></a>
 </h2>
 <hr class="half-width">
 <figure><img src="../fig/episode_5/Course_flow_5.png" alt="course_flow" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="things-that-can-go-wrong">Things that can go wrong…<a class="anchor" aria-label="anchor" href="#things-that-can-go-wrong"></a>
-<a class="anchor" aria-label="anchor" href="#things-that-can-go-wrong"></a>
 </h2>
 <hr class="half-width">
 <div class="section level3">
@@ -2383,7 +2342,6 @@ <h3 id="quantification">Quantification<a class="anchor" aria-label="anchor" href
 for segmentation method details.</em></p>
 </div>
 </section><section><h2 class="section-heading" id="automatic-qc-tools">Automatic QC tools<a class="anchor" aria-label="anchor" href="#automatic-qc-tools"></a>
-<a class="anchor" aria-label="anchor" href="#automatic-qc-tools"></a>
 </h2>
 <hr class="half-width">
 <div class="section level3">
@@ -2448,8 +2406,7 @@ <h4 id="visualqc-assistive-tool-to-improve-the-quality-control-workflow-of-neuro
 <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>Image processing failures happen! It is important to perform
@@ -2502,7 +2459,6 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a>
-<a class="anchor" aria-label="anchor" href="#you-are-here"></a>
 </h2>
 <hr class="half-width">
 <figure><img src="../fig/episode_6/Course_flow_6.png" alt="course_flow" class="figure mx-auto d-block"></figure><p>All the previous episodes presented the required steps to arrive at a
@@ -2512,7 +2468,6 @@ <h3 class="card-title">Objectives</h3>
 statistical approaches to assess if age related brain changes can be
 found in a cohort of young adults.</p>
 </section><section><h2 class="section-heading" id="quantifying-tissue-properties">Quantifying tissue properties<a class="anchor" aria-label="anchor" href="#quantifying-tissue-properties"></a>
-<a class="anchor" aria-label="anchor" href="#quantifying-tissue-properties"></a>
 </h2>
 <hr class="half-width">
 <p>As seen in previous episodes, brain structural data can be
@@ -2691,8 +2646,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="jupyter-notebook-challenge" class="callout-inner">
-<h3 class="callout-title">Jupyter notebook challenge<a class="anchor" aria-label="anchor" href="#jupyter-notebook-challenge"></a>
-</h3>
+<h3 class="callout-title">Jupyter notebook challenge</h3>
 <div class="callout-content">
 <p>Taking into account partial volume, can you measure the volume of the
 Left Caudate ? And if you feel adventurous of the Left Lateral ventricle
@@ -2707,7 +2661,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Hint
   </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p>Use the Freesurfer LUT to identify the correct ROI index. For the
 lateral ventricle, make sure you use the appropriate tissue type to
@@ -2924,7 +2878,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </section><section><h2 class="section-heading" id="statistical-analysis-cortical-thickness-analysis-based-on-a-surface-atlas">Statistical analysis: cortical thickness analysis based on a surface
 atlas<a class="anchor" aria-label="anchor" href="#statistical-analysis-cortical-thickness-analysis-based-on-a-surface-atlas"></a>
-<a class="anchor" aria-label="anchor" href="#statistical-analysis-cortical-thickness-analysis-based-on-a-surface-atlas"></a>
 </h2>
 <hr class="half-width">
 <p>Can we measure cortical thickness changes with age in young adults
@@ -2972,8 +2925,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="jupyter-notebook-challenge-1" class="callout-inner">
-<h3 class="callout-title">Jupyter notebook challenge<a class="anchor" aria-label="anchor" href="#jupyter-notebook-challenge-1"></a>
-</h3>
+<h3 class="callout-title">Jupyter notebook challenge</h3>
 <div class="callout-content">
 <p>As the name of our dataframe implies, there may be an issue with the
 data. Can you spot it ?</p>
@@ -2987,7 +2939,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Hint
   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>You’ll need to use your <code>pandas</code>-fu for this exercise.
 Check for NA (aka missing) values in your <code>pandas</code> dataframe.
@@ -3002,8 +2954,7 @@ <h4 class="accordion-header" id="headingSolution2">
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="jupyter-notebook-challenge-2" class="callout-inner">
-<h3 class="callout-title">Jupyter notebook challenge<a class="anchor" aria-label="anchor" href="#jupyter-notebook-challenge-2"></a>
-</h3>
+<h3 class="callout-title">Jupyter notebook challenge</h3>
 <div class="callout-content">
 <p>If you spotted the issue in the previous challenge, what would you
 propose to solve it ?</p>
@@ -3017,7 +2968,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Hint
   </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>Data imputation can be applied to appropriate columns, with the
 <code>fillna()</code> method. You may be interested in the
@@ -3131,8 +3082,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="rapid-statistical-interpretation" class="callout-inner">
-<h3 class="callout-title">Rapid statistical interpretation<a class="anchor" aria-label="anchor" href="#rapid-statistical-interpretation"></a>
-</h3>
+<h3 class="callout-title">Rapid statistical interpretation</h3>
 <div class="callout-content">
 <p>Can you provide one sentence summarizing the results of the OLS model
 regarding cortical thickness and age ?</p>
@@ -3272,7 +3222,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </section><section><h2 class="section-heading" id="statistical-analysis-local-gm-changes-assessed-with-voxel-based-morphometry-vbm">Statistical analysis: local GM changes assessed with Voxel Based
 Morphometry (VBM)<a class="anchor" aria-label="anchor" href="#statistical-analysis-local-gm-changes-assessed-with-voxel-based-morphometry-vbm"></a>
-<a class="anchor" aria-label="anchor" href="#statistical-analysis-local-gm-changes-assessed-with-voxel-based-morphometry-vbm"></a>
 </h2>
 <hr class="half-width">
 <p>Relying on an atlas to identify and characterize brain changes or/and
@@ -3308,8 +3257,7 @@ <h4 id="template-creation">Template creation<a class="anchor" aria-label="anchor
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="how-to-create-a-template" class="callout-inner">
-<h3 class="callout-title">How to create a template ?<a class="anchor" aria-label="anchor" href="#how-to-create-a-template"></a>
-</h3>
+<h3 class="callout-title">How to create a template ?</h3>
 <div class="callout-content">
 <p>We want to create a template on which to align the GM probability
 maps of all our subjects. Do you have an idea on how to create this
@@ -3324,7 +3272,7 @@ <h4 class="accordion-header" id="headingSolution4">
   Hint
   </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <p>You can have a look at the outputs generated by
 <code>smriprep/fmriprep</code>.</p>
@@ -3427,8 +3375,7 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="jupyter-notebook-challenge-3" class="callout-inner">
-<h3 class="callout-title">Jupyter notebook challenge<a class="anchor" aria-label="anchor" href="#jupyter-notebook-challenge-3"></a>
-</h3>
+<h3 class="callout-title">Jupyter notebook challenge</h3>
 <div class="callout-content">
 <p>Considering the definition of J output by FSL. In place of the
 question mark (?), what should be in the code below the mathematical
@@ -3702,8 +3649,7 @@ <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>Multiple volumetric and surface metrics exist to characterize brain
@@ -3753,11 +3699,9 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a>
-<a class="anchor" aria-label="anchor" href="#you-are-here"></a>
 </h2>
 <hr class="half-width">
 <figure><img src="../fig/episode_7/Course_flow_7.png" alt="course_flow" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="mr-image-processing-pipeline-selection-choices">MR image processing pipeline selection choices<a class="anchor" aria-label="anchor" href="#mr-image-processing-pipeline-selection-choices"></a>
-<a class="anchor" aria-label="anchor" href="#mr-image-processing-pipeline-selection-choices"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -3791,7 +3735,6 @@ <h3 class="card-title">Objectives</h3>
 </ul>
 </li>
 </ul></section><section><h2 class="section-heading" id="example-software-analysis">Example software analysis<a class="anchor" aria-label="anchor" href="#example-software-analysis"></a>
-<a class="anchor" aria-label="anchor" href="#example-software-analysis"></a>
 </h2>
 <hr class="half-width">
 <div class="section level3">
@@ -3801,7 +3744,6 @@ <h3 id="task-compare-cortical-thickness-between-freesurfer-and-civet">Task: comp
 for details on brain plots</em></p>
 </div>
 </section><section><h2 class="section-heading" id="correlation-between-thickness-measurements">Correlation between thickness measurements:<a class="anchor" aria-label="anchor" href="#correlation-between-thickness-measurements"></a>
-<a class="anchor" aria-label="anchor" href="#correlation-between-thickness-measurements"></a>
 </h2>
 <hr class="half-width">
 <div class="section level3">
@@ -3814,7 +3756,6 @@ <h3 id="parcellation-dkt">Parcellation: DKT<a class="anchor" aria-label="anchor"
 <figure><img src="../fig/episode_7/CT_compare_software.png" alt="Drawing" align="middle" width="700px" class="figure mx-auto d-block"></figure>
 </div>
 </section><section><h2 class="section-heading" id="possible-choices-for-freesurfer-parcellations">Possible choices for FreeSurfer parcellations<a class="anchor" aria-label="anchor" href="#possible-choices-for-freesurfer-parcellations"></a>
-<a class="anchor" aria-label="anchor" href="#possible-choices-for-freesurfer-parcellations"></a>
 </h2>
 <hr class="half-width">
 <div class="section level3">
@@ -3833,8 +3774,7 @@ <h3 id="inference-pertaining-to-neuroantomical-differences-andor-prediction-mode
 <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>It is crucial to assess biological vs methodological variation in
@@ -3869,7 +3809,7 @@ <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 -->
@@ -3892,8 +3832,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/aio.html",
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/aio.html",
   "dateCreated": "2024-06-25",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
+  "dateModified": "2024-08-27",
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/discuss.html b/instructor/discuss.html
index ff0677d..88b75f6 100644
--- a/instructor/discuss.html
+++ b/instructor/discuss.html
@@ -270,10 +270,10 @@ <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>
@@ -293,7 +293,7 @@ <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">
@@ -376,7 +376,7 @@ <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">
@@ -399,7 +399,7 @@ <h1>Discussion</h1>
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/discuss.html",
   "dateCreated": "2024-06-25",
   "dateModified": "2024-02-19",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/images.html b/instructor/images.html
index 4407f6b..ccc0713 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -331,10 +331,10 @@ <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>
@@ -358,7 +358,7 @@ <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>
 
 
@@ -679,7 +679,7 @@ <h3 id="07-Reproducibility-figure-4">Figure 4</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 -->
@@ -702,8 +702,8 @@ <h3 id="07-Reproducibility-figure-4">Figure 4</h3>
   "url": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/images.html",
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/images.html",
   "dateCreated": "2024-06-25",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
+  "dateModified": "2024-08-27",
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/index.html b/instructor/index.html
index 44a6a3b..567dced 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -281,10 +281,10 @@ <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>
@@ -304,7 +304,7 @@ <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">
@@ -377,15 +377,13 @@ <h2 class="accordion-header" id="flush-headingTwelve">
 acquired, followed by several pre-processing tasks, with the end goal of
 conducting a statistical analysis to investigate neuroanatomical
 differences between patients and healthy control groups.</em></p>
-<section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a>
-<a class="anchor" aria-label="anchor" href="#you-are-here"></a></h2>
+<section><h2 class="section-heading" id="you-are-here">You Are Here!<a class="anchor" aria-label="anchor" href="#you-are-here"></a></h2>
 <hr class="half-width"><figure><img src="../fig/index/Course_flow_0.png" alt="course_flow" class="figure mx-auto d-block"></figure><div id="prerequisites" class="callout prereq">
 <div class="callout-square">
 <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>Attendees must have some base familiarity with Python and NIfTI
 images in order to comfortably progress through the lesson</p>
@@ -478,10 +476,8 @@ <h3 class="callout-title">Prerequisites<a class="anchor" aria-label="anchor" hre
 </tr></tbody></table><p>
       The actual schedule may vary slightly depending on the topics and exercises chosen by the instructor.
       </p>
-      </section><section id="setup"><section><h2 class="section-heading" id="setting-up-the-tutorial-environment">Setting up the tutorial environment<a class="anchor" aria-label="anchor" href="#setting-up-the-tutorial-environment"></a>
-<a class="anchor" aria-label="anchor" href="#setting-up-the-tutorial-environment"></a></h2>
-<hr class="half-width"></section><section><h2 class="section-heading" id="getting-workshop-material">Getting workshop material<a class="anchor" aria-label="anchor" href="#getting-workshop-material"></a>
-<a class="anchor" aria-label="anchor" href="#getting-workshop-material"></a></h2>
+      </section><section id="setup"><section><h2 class="section-heading" id="setting-up-the-tutorial-environment">Setting up the tutorial environment<a class="anchor" aria-label="anchor" href="#setting-up-the-tutorial-environment"></a></h2>
+<hr class="half-width"></section><section><h2 class="section-heading" id="getting-workshop-material">Getting workshop material<a class="anchor" aria-label="anchor" href="#getting-workshop-material"></a></h2>
 <hr class="half-width"><div class="section level3">
 <h3 id="method-1-downloading-directly-from-the-repository">Method 1: Downloading directly from the repository<a class="anchor" aria-label="anchor" href="#method-1-downloading-directly-from-the-repository"></a></h3>
 <p>On the <a href="https://github.com/carpentries-incubator/SDC-BIDS-sMRI" class="external-link">GitHub
@@ -570,8 +566,7 @@ <h3 id="method-2-using-pyenv-linux-macos">Method 2: Using pyenv [Linux, MacOS]<a
 jupyter notebook
 </code></pre>
 </div>
-</section><section><h2 class="section-heading" id="data-used-by-the-notebooks">Data used by the notebooks<a class="anchor" aria-label="anchor" href="#data-used-by-the-notebooks"></a>
-<a class="anchor" aria-label="anchor" href="#data-used-by-the-notebooks"></a></h2>
+</section><section><h2 class="section-heading" id="data-used-by-the-notebooks">Data used by the notebooks<a class="anchor" aria-label="anchor" href="#data-used-by-the-notebooks"></a></h2>
 <hr class="half-width"><p>All datasets needed for the notebook examples are inside the
 ./SDC-BIDS-sMRI/local_data/ directory.</p>
 </section></section></main><nav class="bottom-pagination mx-md-4" aria-label="Next Chapter"><!-- content for small screens --><div class="d-block d-sm-block d-md-none">
@@ -601,7 +596,7 @@ <h3 id="method-2-using-pyenv-linux-macos">Method 2: Using pyenv [Linux, MacOS]<a
         <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">
@@ -623,8 +618,8 @@ <h3 id="method-2-using-pyenv-linux-macos">Method 2: Using pyenv [Linux, MacOS]<a
   "url": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/index.html",
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/index.html",
   "dateCreated": "2024-06-25",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
+  "dateModified": "2024-08-27",
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index 6f3393e..8749550 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -331,10 +331,10 @@ <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>
@@ -358,7 +358,7 @@ <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>
 
 
@@ -416,7 +416,7 @@ <h1>Instructor Notes</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 -->
@@ -439,8 +439,8 @@ <h1>Instructor Notes</h1>
   "url": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/instructor-notes.html",
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/instructor-notes.html",
   "dateCreated": "2024-06-25",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
+  "dateModified": "2024-08-27",
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/key-points.html b/instructor/key-points.html
index 444fa84..558bc00 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
@@ -331,10 +331,10 @@ <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>
@@ -358,7 +358,7 @@ <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>
 
 
@@ -451,7 +451,7 @@ <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 -->
@@ -474,8 +474,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/key-points.html",
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/key-points.html",
   "dateCreated": "2024-06-25",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
+  "dateModified": "2024-08-27",
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/profiles.html b/instructor/profiles.html
index a3bed19..fc04df1 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -270,10 +270,10 @@ <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>
@@ -293,7 +293,7 @@ <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">
@@ -333,7 +333,7 @@ <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>
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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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@@ -355,8 +355,8 @@ <h1>Learner Profiles</h1>
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   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/profiles.html",
   "dateCreated": "2024-06-25",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
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diff --git a/instructor/reference.html b/instructor/reference.html
index ce3adc7..a14053f 100644
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@@ -270,10 +270,10 @@ <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">
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                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -337,8 +337,7 @@ <h1>Glossary</h1>
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-<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>FIXME</p>
 </section></div> <!-- / div.lesson-content -->
     </main><!-- / main#main-content.main-content --><nav class="bottom-pagination mx-md-4" aria-label="Previous and Next Chapter"><div class="d-block d-sm-block d-md-none">
@@ -376,7 +375,7 @@ <h1>Glossary</h1>
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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">
@@ -399,7 +398,7 @@ <h1>Glossary</h1>
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   "dateCreated": "2024-06-25",
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diff --git a/key-points.html b/key-points.html
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--- a/key-points.html
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@@ -330,10 +330,10 @@ <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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@@ -356,7 +356,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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               </div>
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-            <hr class="half-width resources">
+            <hr class="half-width lesson-resources">
 <a href="aio.html">See all in one page</a>
 
 
@@ -449,7 +449,7 @@ <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>
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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 -->
@@ -472,8 +472,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/key-points.html",
   "dateCreated": "2024-06-25",
-  "dateModified": "2024-08-20",
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diff --git a/pkgdown.yml b/pkgdown.yml
index 51dd845..5b8451e 100644
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diff --git a/profiles.html b/profiles.html
index 583f896..9835382 100644
--- a/profiles.html
+++ b/profiles.html
@@ -270,10 +270,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
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               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -333,7 +333,7 @@ <h1>Learner Profiles</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">
@@ -355,8 +355,8 @@ <h1>Learner Profiles</h1>
   "url": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/profiles.html",
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/profiles.html",
   "dateCreated": "2024-06-25",
-  "dateModified": "2024-08-20",
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diff --git a/reference.html b/reference.html
index 435ea7d..288af2d 100644
--- a/reference.html
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@@ -270,10 +270,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
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               </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">
@@ -335,8 +335,7 @@ <h1>Glossary</h1>
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-<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>FIXME</p>
 </section></div> <!-- / div.lesson-content -->
     </main><!-- / main#main-content.main-content --><nav class="bottom-pagination mx-md-4" aria-label="Previous and Next Chapter"><div class="d-block d-sm-block d-md-none">
@@ -374,7 +373,7 @@ <h1>Glossary</h1>
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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">
@@ -397,7 +396,7 @@ <h1>Glossary</h1>
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   "dateCreated": "2024-06-25",
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