From 3773ea6c963643b7b5a35e7ad94cecbf73fb0cd9 Mon Sep 17 00:00:00 2001
From: GitHub Actions <actions@github.com>
Date: Tue, 27 Aug 2024 00:01:33 +0000
Subject: [PATCH] site deploy

Auto-generated via {sandpaper}
Source  : 6dbed9bfb9d3590fec1608a6790db799c8b702a0
Branch  : md-outputs
Author  : GitHub Actions <actions@github.com>
Time    : 2024-06-03 12:27:45 +0000
Message : markdown source builds

Auto-generated via {sandpaper}
Source  : 9fe91d663942a821f671e1d5f40b73731a32544e
Branch  : main
Author  : maneesha <829690+maneesha@users.noreply.github.com>
Time    : 2024-06-03 12:27:06 +0000
Message : Remove "simply" and "just" (#371)

Remove an instance of "simply" and change "just" to "only".

---------

Co-authored-by: James Foster <38274066+jd-foster@users.noreply.github.com>
---
 00-sql-introduction.html             |  27 +++----
 01-sql-basic-queries.html            |  51 +++++-------
 02-sql-aggregation.html              |  48 +++++------
 03-sql-joins.html                    |  49 +++++------
 404.html                             |  15 ++--
 CODE_OF_CONDUCT.html                 |  10 +--
 CONTRIBUTORS.html                    |  16 ++--
 LICENSE.html                         |  19 ++---
 NEWS.html                            |  13 ++-
 aio.html                             | 117 +++++++++------------------
 assets/styles.css                    |   2 +-
 assets/styles.css.map                |   2 +-
 discuss.html                         |  13 ++-
 images.html                          |  12 +--
 index.html                           |  30 +++----
 instructor-notes.html                |  19 ++---
 instructor/00-sql-introduction.html  |  27 +++----
 instructor/01-sql-basic-queries.html |  51 +++++-------
 instructor/02-sql-aggregation.html   |  48 +++++------
 instructor/03-sql-joins.html         |  49 +++++------
 instructor/404.html                  |  15 ++--
 instructor/CODE_OF_CONDUCT.html      |  10 +--
 instructor/CONTRIBUTORS.html         |  16 ++--
 instructor/LICENSE.html              |  19 ++---
 instructor/NEWS.html                 |  13 ++-
 instructor/aio.html                  | 117 +++++++++------------------
 instructor/discuss.html              |  13 ++-
 instructor/images.html               |  12 +--
 instructor/index.html                |  30 +++----
 instructor/instructor-notes.html     |  19 ++---
 instructor/key-points.html           |  12 +--
 instructor/profiles.html             |  12 +--
 instructor/reference.html            |  16 ++--
 instructor/sql-cheat-sheet.html      |  40 ++++-----
 key-points.html                      |  12 +--
 pkgdown.yml                          |   2 +-
 profiles.html                        |  12 +--
 reference.html                       |  16 ++--
 sql-cheat-sheet.html                 |  40 ++++-----
 39 files changed, 411 insertions(+), 633 deletions(-)

diff --git a/00-sql-introduction.html b/00-sql-introduction.html
index 6cfc5848..f8c85d9e 100644
--- a/00-sql-introduction.html
+++ b/00-sql-introduction.html
@@ -245,10 +245,10 @@ <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>
@@ -268,7 +268,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -344,8 +344,7 @@ <h3 id="setup">Setup<a class="anchor" aria-label="anchor" href="#setup"></a></h3
 Project dataset</a> throughout this lesson. See <a href="index.html#setup">Setup</a> for instructions on how to download the
 data, and also how to install DB Browser for SQLite.</p>
 </div>
-<section><h2 class="section-heading" id="motivation">Motivation<a class="anchor" aria-label="anchor" href="#motivation"></a>
-<a class="anchor" aria-label="anchor" href="#motivation"></a></h2>
+<section><h2 class="section-heading" id="motivation">Motivation<a class="anchor" aria-label="anchor" href="#motivation"></a></h2>
 <hr class="half-width"><p>To start, let’s orient ourselves in our project workflow. Previously,
 we used Excel and OpenRefine to go from messy, human created data to
 cleaned, computer-readable data. Now we’re going to move to the next
@@ -383,8 +382,7 @@ <h3 id="questions">Questions<a class="anchor" aria-label="anchor" href="#questio
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="challenge" class="callout-inner">
-<h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#challenge"></a>
-</h3>
+<h3 class="callout-title">Challenge</h3>
 <div class="callout-content">
 <p>Open each of these csv files and explore them. What information is
 contained in each file? Specifically, if I had the following research
@@ -423,7 +421,7 @@ <h3 id="goals">Goals<a class="anchor" aria-label="anchor" href="#goals"></a></h3
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="definition-relational-database" class="callout-inner">
-<h3 class="callout-title">Definition: <em>Relational Database</em><a class="anchor" aria-label="anchor" href="#definition-relational-database"></a>
+<h3 class="callout-title">Definition: <em>Relational Database</em>
 </h3>
 <div class="callout-content">
 <p>A relational database stores data in <em>relations</em> made up of
@@ -437,8 +435,7 @@ <h3 class="callout-title">Definition: <em>Relational Database</em><a class="anch
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="databases">Databases<a class="anchor" aria-label="anchor" href="#databases"></a>
-<a class="anchor" aria-label="anchor" href="#databases"></a></h2>
+</section><section><h2 class="section-heading" id="databases">Databases<a class="anchor" aria-label="anchor" href="#databases"></a></h2>
 <hr class="half-width"><div class="section level3">
 <h3 id="why-use-relational-databases">Why use relational databases<a class="anchor" aria-label="anchor" href="#why-use-relational-databases"></a></h3>
 <p>Using a relational database serves several purposes.</p>
@@ -617,8 +614,7 @@ <h3 id="import">Import<a class="anchor" aria-label="anchor" href="#import"></a><
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="challenge-1" class="callout-inner">
-<h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#challenge-1"></a>
-</h3>
+<h3 class="callout-title">Challenge</h3>
 <div class="callout-content">
 <ul><li>Import the <code>plots</code> and <code>species</code> tables</li>
 </ul></div>
@@ -751,8 +747,7 @@ <h3 id="datatypediffs">SQL Data Type Quick Reference<a class="anchor" aria-label
 <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>SQL allows us to select and group subsets of data, do math and other
 calculations, and combine data.</li>
@@ -800,7 +795,7 @@ <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">
@@ -823,7 +818,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/sql-ecology-lesson/00-sql-introduction.html",
   "dateCreated": "2015-02-10",
   "dateModified": "2024-06-03",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/01-sql-basic-queries.html b/01-sql-basic-queries.html
index e9970775..5b8f4709 100644
--- a/01-sql-basic-queries.html
+++ b/01-sql-basic-queries.html
@@ -248,10 +248,10 @@ <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>
@@ -271,7 +271,7 @@ <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">
@@ -337,8 +337,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="writing-my-first-query">Writing my first query<a class="anchor" aria-label="anchor" href="#writing-my-first-query"></a>
-<a class="anchor" aria-label="anchor" href="#writing-my-first-query"></a></h2>
+<section><h2 class="section-heading" id="writing-my-first-query">Writing my first query<a class="anchor" aria-label="anchor" href="#writing-my-first-query"></a></h2>
 <hr class="half-width"><p>Let’s start by using the <strong>surveys</strong> table. Here we have
 data on every individual that was captured at the site, including when
 they were captured, what plot they were captured on, their species ID,
@@ -438,8 +437,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge" class="callout-inner">
-<h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#challenge"></a>
-</h3>
+<h3 class="callout-title">Challenge</h3>
 <div class="callout-content">
 <ul><li>Write a query that returns the year, month, day, species_id and
 weight in mg.</li>
@@ -451,7 +449,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb9">
 <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -464,8 +462,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="filtering">Filtering<a class="anchor" aria-label="anchor" href="#filtering"></a>
-<a class="anchor" aria-label="anchor" href="#filtering"></a></h2>
+</section><section><h2 class="section-heading" id="filtering">Filtering<a class="anchor" aria-label="anchor" href="#filtering"></a></h2>
 <hr class="half-width"><p>Databases can also filter data – selecting only the data meeting
 certain criteria. For example, let’s say we only want data for the
 species <em>Dipodomys merriami</em>, which has a species code of DM. We
@@ -515,8 +512,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge-1" class="callout-inner">
-<h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#challenge-1"></a>
-</h3>
+<h3 class="callout-title">Challenge</h3>
 <div class="callout-content">
 <ul><li>Produce a table listing the data for all individuals in Plot 1 that
 weighed more than 75 grams, telling us the date, species id code, and
@@ -529,7 +525,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb14">
 <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -542,8 +538,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="building-more-complex-queries">Building more complex queries<a class="anchor" aria-label="anchor" href="#building-more-complex-queries"></a>
-<a class="anchor" aria-label="anchor" href="#building-more-complex-queries"></a></h2>
+</section><section><h2 class="section-heading" id="building-more-complex-queries">Building more complex queries<a class="anchor" aria-label="anchor" href="#building-more-complex-queries"></a></h2>
 <hr class="half-width"><p>Now, let’s combine the above queries to get data for the 3
 <em>Dipodomys</em> species from the year 2000 on. This time, let’s use
 IN as one way to make the query easier to understand. It is equivalent
@@ -581,8 +576,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <p>Although SQL queries often read like plain English, it is
 <em>always</em> useful to add comments; this is especially true of more
 complex queries.</p>
-</section><section><h2 class="section-heading" id="sorting">Sorting<a class="anchor" aria-label="anchor" href="#sorting"></a>
-<a class="anchor" aria-label="anchor" href="#sorting"></a></h2>
+</section><section><h2 class="section-heading" id="sorting">Sorting<a class="anchor" aria-label="anchor" href="#sorting"></a></h2>
 <hr class="half-width"><p>We can also sort the results of our queries by using
 <code>ORDER BY</code>. For simplicity, let’s go back to the
 <strong>species</strong> table and alphabetize it by taxa.</p>
@@ -629,8 +623,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge-2" class="callout-inner">
-<h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#challenge-2"></a>
-</h3>
+<h3 class="callout-title">Challenge</h3>
 <div class="callout-content">
 <ul><li>Write a query that returns year, species_id, and weight in kg from
 the surveys table, sorted with the largest weights at the top.</li>
@@ -642,7 +635,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb21">
 <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -655,8 +648,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="order-of-execution">Order of execution<a class="anchor" aria-label="anchor" href="#order-of-execution"></a>
-<a class="anchor" aria-label="anchor" href="#order-of-execution"></a></h2>
+</section><section><h2 class="section-heading" id="order-of-execution">Order of execution<a class="anchor" aria-label="anchor" href="#order-of-execution"></a></h2>
 <hr class="half-width"><p>Another note for ordering. We don’t actually have to display a column
 to sort by it. For example, let’s say we want to order the birds by
 their species ID, but we only want to see genus and species.</p>
@@ -681,8 +673,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="multiple-statements" class="callout-inner">
-<h3 class="callout-title">Multiple statements<a class="anchor" aria-label="anchor" href="#multiple-statements"></a>
-</h3>
+<h3 class="callout-title">Multiple statements</h3>
 <div class="callout-content">
 <p>It is possible to write a query as a single line, but for
 readability, we recommend to put each clause on its own line. The
@@ -696,8 +687,7 @@ <h3 class="callout-title">Multiple statements<a class="anchor" aria-label="ancho
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge-3" class="callout-inner">
-<h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#challenge-3"></a>
-</h3>
+<h3 class="callout-title">Challenge</h3>
 <div class="callout-content">
 <ul><li>Let’s try to combine what we’ve learned so far in a single query.
 Using the surveys table, write a query to display the three date fields,
@@ -714,7 +704,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb23">
 <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -733,8 +723,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <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 useful to apply conventions when writing SQL queries to aid
 readability.</li>
@@ -783,7 +772,7 @@ <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">
@@ -806,7 +795,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/sql-ecology-lesson/01-sql-basic-queries.html",
   "dateCreated": "2015-02-10",
   "dateModified": "2023-04-21",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/02-sql-aggregation.html b/02-sql-aggregation.html
index 1298a288..8cb5f4ea 100644
--- a/02-sql-aggregation.html
+++ b/02-sql-aggregation.html
@@ -249,10 +249,10 @@ <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>
@@ -272,7 +272,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -344,8 +344,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="count-and-group-by">COUNT and GROUP BY<a class="anchor" aria-label="anchor" href="#count-and-group-by"></a>
-<a class="anchor" aria-label="anchor" href="#count-and-group-by"></a></h2>
+<section><h2 class="section-heading" id="count-and-group-by">COUNT and GROUP BY<a class="anchor" aria-label="anchor" href="#count-and-group-by"></a></h2>
 <hr class="half-width"><p>Aggregation allows us to combine results by grouping records based on
 value. It is also useful for calculating combined values in groups.</p>
 <p>Let’s go to the surveys table and find out how many individuals there
@@ -380,8 +379,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge" class="callout-inner">
-<h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#challenge"></a>
-</h3>
+<h3 class="callout-title">Challenge</h3>
 <div class="callout-content">
 <p>Write a query that returns: the total weight, average weight, minimum
 and maximum weights for all animals caught over the duration of the
@@ -395,7 +393,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb4">
 <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -430,8 +428,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge-1" class="callout-inner">
-<h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#challenge-1"></a>
-</h3>
+<h3 class="callout-title">Challenge</h3>
 <div class="callout-content">
 <p>Write queries that return:</p>
 <ol style="list-style-type: decimal"><li>How many individuals were counted in each year in total</li>
@@ -446,7 +443,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <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"> Solution of 1 </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb6">
 <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -464,7 +461,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <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"> Solution of 2 and 3 </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb7">
 <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -477,8 +474,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="ordering-aggregated-results">Ordering Aggregated Results<a class="anchor" aria-label="anchor" href="#ordering-aggregated-results"></a>
-<a class="anchor" aria-label="anchor" href="#ordering-aggregated-results"></a></h2>
+</section><section><h2 class="section-heading" id="ordering-aggregated-results">Ordering Aggregated Results<a class="anchor" aria-label="anchor" href="#ordering-aggregated-results"></a></h2>
 <hr class="half-width"><p>We can order the results of our aggregation by a specific column,
 including the aggregated column. Let’s count the number of individuals
 of each species captured, ordered by the count:</p>
@@ -490,8 +486,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <span id="cb8-3"><a href="#cb8-3" tabindex="-1"></a><span class="kw">GROUP</span> <span class="kw">BY</span> species_id</span>
 <span id="cb8-4"><a href="#cb8-4" tabindex="-1"></a><span class="kw">ORDER</span> <span class="kw">BY</span> <span class="fu">COUNT</span>(species_id);</span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="aliases">Aliases<a class="anchor" aria-label="anchor" href="#aliases"></a>
-<a class="anchor" aria-label="anchor" href="#aliases"></a></h2>
+</section><section><h2 class="section-heading" id="aliases">Aliases<a class="anchor" aria-label="anchor" href="#aliases"></a></h2>
 <hr class="half-width"><p>As queries get more complex, the expressions we use can get long and
 unwieldy. To help make things clearer in the query and in its output, we
 can use aliases to assign new names to things in the query.</p>
@@ -529,8 +524,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 </div>
 <p>Aliasing table names can be helpful when working with queries that
 involve multiple tables; you will learn more about this later.</p>
-</section><section><h2 class="section-heading" id="the-having-keyword">The <code>HAVING</code> keyword<a class="anchor" aria-label="anchor" href="#the-having-keyword"></a>
-<a class="anchor" aria-label="anchor" href="#the-having-keyword"></a></h2>
+</section><section><h2 class="section-heading" id="the-having-keyword">The <code>HAVING</code> keyword<a class="anchor" aria-label="anchor" href="#the-having-keyword"></a></h2>
 <hr class="half-width"><p>In the previous episode, we have seen the keyword <code>WHERE</code>,
 allowing to filter the results according to some criteria. SQL offers a
 mechanism to filter the results based on <strong>aggregate
@@ -572,8 +566,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge-2" class="callout-inner">
-<h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#challenge-2"></a>
-</h3>
+<h3 class="callout-title">Challenge</h3>
 <div class="callout-content">
 <p>Write a query that returns, from the <code>species</code> table, the
 number of <code>species</code> in each <code>taxa</code>, only for the
@@ -586,7 +579,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb15">
 <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -600,8 +593,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="saving-queries-for-future-use">Saving Queries for Future Use<a class="anchor" aria-label="anchor" href="#saving-queries-for-future-use"></a>
-<a class="anchor" aria-label="anchor" href="#saving-queries-for-future-use"></a></h2>
+</section><section><h2 class="section-heading" id="saving-queries-for-future-use">Saving Queries for Future Use<a class="anchor" aria-label="anchor" href="#saving-queries-for-future-use"></a></h2>
 <hr class="half-width"><p>It is not uncommon to repeat the same operation more than once, for
 example for monitoring or reporting purposes. SQL comes with a very
 powerful mechanism to do this by creating views. Views are a form of
@@ -640,8 +632,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <span id="cb18-2"><a href="#cb18-2" tabindex="-1"></a><span class="kw">FROM</span> summer_2000</span>
 <span id="cb18-3"><a href="#cb18-3" tabindex="-1"></a><span class="kw">WHERE</span> species_id <span class="op">=</span> <span class="st">'PE'</span>;</span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="what-about-null">What About NULL?<a class="anchor" aria-label="anchor" href="#what-about-null"></a>
-<a class="anchor" aria-label="anchor" href="#what-about-null"></a></h2>
+</section><section><h2 class="section-heading" id="what-about-null">What About NULL?<a class="anchor" aria-label="anchor" href="#what-about-null"></a></h2>
 <hr class="half-width"><p>From the last example, there should only be five records. If you look
 at the <code>weight</code> column, it’s easy to see what the average
 weight would be. If we use SQL to find the average weight, SQL behaves
@@ -721,8 +712,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Use the <code>GROUP BY</code> keyword to aggregate data.</li>
 <li>Functions like <code>MIN</code>, <code>MAX</code>, <code>AVG</code>,
@@ -773,7 +763,7 @@ <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">
@@ -796,7 +786,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/sql-ecology-lesson/02-sql-aggregation.html",
   "dateCreated": "2015-02-10",
   "dateModified": "2023-04-21",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/03-sql-joins.html b/03-sql-joins.html
index 60a48523..6f00afd4 100644
--- a/03-sql-joins.html
+++ b/03-sql-joins.html
@@ -246,10 +246,10 @@ <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>
@@ -269,7 +269,7 @@ <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 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="joins">Joins<a class="anchor" aria-label="anchor" href="#joins"></a>
-<a class="anchor" aria-label="anchor" href="#joins"></a></h2>
+<section><h2 class="section-heading" id="joins">Joins<a class="anchor" aria-label="anchor" href="#joins"></a></h2>
 <hr class="half-width"><p>To combine data from two tables we use an SQL <code>JOIN</code>
 clause, which comes after the <code>FROM</code> clause.</p>
 <p>Database tables are used to organize and group data by common
@@ -542,8 +541,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge" class="callout-inner">
-<h3 class="callout-title">Challenge:<a class="anchor" aria-label="anchor" href="#challenge"></a>
-</h3>
+<h3 class="callout-title">Challenge:</h3>
 <div class="callout-content">
 <ul><li>Write a query that returns the genus, the species name, and the
 weight of every individual captured at the site</li>
@@ -606,8 +604,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge-1" class="callout-inner">
-<h3 class="callout-title">Challenge:<a class="anchor" aria-label="anchor" href="#challenge-1"></a>
-</h3>
+<h3 class="callout-title">Challenge:</h3>
 <div class="callout-content">
 <ul><li>Re-write the original query to keep all the entries present in the
 <code>surveys</code> table. How many records are returned by this
@@ -638,8 +635,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge-2" class="callout-inner">
-<h3 class="callout-title">Challenge:<a class="anchor" aria-label="anchor" href="#challenge-2"></a>
-</h3>
+<h3 class="callout-title">Challenge:</h3>
 <div class="callout-content">
 <ul><li>Count the number of records in the <code>surveys</code> table that
 have a <code>NULL</code> value in the <code>species_id</code>
@@ -688,8 +684,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge-3" class="callout-inner">
-<h3 class="callout-title">Challenge:<a class="anchor" aria-label="anchor" href="#challenge-3"></a>
-</h3>
+<h3 class="callout-title">Challenge:</h3>
 <div class="callout-content">
 <ul><li>Write a query that returns the number of animals caught of each
 genus in each plot. Order the results by plot number (ascending) and by
@@ -723,8 +718,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge-4" class="callout-inner">
-<h3 class="callout-title">Challenge:<a class="anchor" aria-label="anchor" href="#challenge-4"></a>
-</h3>
+<h3 class="callout-title">Challenge:</h3>
 <div class="callout-content">
 <ul><li>Write a query that finds the average weight of each rodent species
 (i.e., only include species with Rodent in the taxa field).</li>
@@ -754,8 +748,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 </div>
 </div>
 </section><section><h2 class="section-heading" id="functions-coalesce-and-nullif-and-more">Functions <code>COALESCE</code> and <code>NULLIF</code> and
-more<a class="anchor" aria-label="anchor" href="#functions-coalesce-and-nullif-and-more"></a>
-<a class="anchor" aria-label="anchor" href="#functions-coalesce-and-nullif-and-more"></a></h2>
+more<a class="anchor" aria-label="anchor" href="#functions-coalesce-and-nullif-and-more"></a></h2>
 <hr class="half-width"><p>SQL includes numerous functions for manipulating data. You’ve already
 seen some of these being used for aggregation (<code>SUM</code> and
 <code>COUNT</code>) but there are functions that operate on individual
@@ -778,8 +771,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge-5" class="callout-inner">
-<h3 class="callout-title">Challenge:<a class="anchor" aria-label="anchor" href="#challenge-5"></a>
-</h3>
+<h3 class="callout-title">Challenge:</h3>
 <div class="callout-content">
 <ul><li>Write a query that returns 30 instead of <code>NULL</code> for
 values in the <code>hindfoot_length</code> column.</li>
@@ -808,8 +800,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge-6" class="callout-inner">
-<h3 class="callout-title">Challenge:<a class="anchor" aria-label="anchor" href="#challenge-6"></a>
-</h3>
+<h3 class="callout-title">Challenge:</h3>
 <div class="callout-content">
 <ul><li>Write a query that calculates the average hind-foot length of each
 species, assuming that unknown lengths are 30 (as above).</li>
@@ -853,8 +844,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge-7" class="callout-inner">
-<h3 class="callout-title">Challenge:<a class="anchor" aria-label="anchor" href="#challenge-7"></a>
-</h3>
+<h3 class="callout-title">Challenge:</h3>
 <div class="callout-content">
 <ul><li>Write a query that returns the number of animals caught of each
 genus in each plot, assuming that unknown species are all of the genus
@@ -945,8 +935,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge-8" class="callout-inner">
-<h3 class="callout-title">Challenge:<a class="anchor" aria-label="anchor" href="#challenge-8"></a>
-</h3>
+<h3 class="callout-title">Challenge:</h3>
 <div class="callout-content">
 <p>Write a query that returns genus names (no repeats), sorted from
 longest genus name down to shortest.</p>
@@ -987,8 +976,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge-optional" class="callout-inner">
-<h3 class="callout-title">Challenge (optional):<a class="anchor" aria-label="anchor" href="#challenge-optional"></a>
-</h3>
+<h3 class="callout-title">Challenge (optional):</h3>
 <div class="callout-content">
 <p>SQL queries help us <em>ask</em> specific <em>questions</em> which we
 want to answer about our data. The real skill with SQL is to know how to
@@ -1091,8 +1079,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Use a <code>JOIN</code> clause to combine data from two tables—the
 <code>ON</code> or <code>USING</code> keywords specify which columns
@@ -1147,7 +1134,7 @@ <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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@@ -1170,7 +1157,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/sql-ecology-lesson/03-sql-joins.html",
   "dateCreated": "2015-02-10",
   "dateModified": "2024-06-03",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/404.html b/404.html
index 70b17343..c4f844f4 100644
--- a/404.html
+++ b/404.html
@@ -245,10 +245,10 @@ <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>
@@ -270,7 +270,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="https://datacarpentry.github.io/sql-ecology-lesson/aio.html" class="external-link">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="https://datacarpentry.github.io/sql-ecology-lesson/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">
@@ -287,8 +287,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
     <main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Page not found</h1>
         
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-<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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@@ -323,7 +322,7 @@ <h1>Page not found</h1>
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         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
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@@ -345,8 +344,8 @@ <h1>Page not found</h1>
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   "identifier": "https://datacarpentry.github.io/sql-ecology-lesson/404.html",
   "dateCreated": "2015-02-10",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
+  "dateModified": "2024-08-27",
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 }
 
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diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index 7ce29ceb..0a3f194e 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -233,10 +233,10 @@ <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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@@ -256,7 +256,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -344,7 +344,7 @@ <h1>Contributor Code of Conduct</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -367,7 +367,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://datacarpentry.github.io/sql-ecology-lesson/CODE_OF_CONDUCT.html",
   "dateCreated": "2015-02-10",
   "dateModified": "2023-04-21",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
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diff --git a/CONTRIBUTORS.html b/CONTRIBUTORS.html
index a810b7f1..49f36a77 100644
--- a/CONTRIBUTORS.html
+++ b/CONTRIBUTORS.html
@@ -233,10 +233,10 @@ <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">
@@ -306,8 +306,7 @@ <h1></h1>
 with the development and instruction of lessons by Karen Cranston,
 Hilmar Lapp, Tracy Teal and Ethan White and contributions from Deb Paul
 and Mike Smorul.</p>
-<section><h2 class="section-heading" id="data">Data<a class="anchor" aria-label="anchor" href="#data"></a>
-<a class="anchor" aria-label="anchor" href="#data"></a></h2>
+<section><h2 class="section-heading" id="data">Data<a class="anchor" aria-label="anchor" href="#data"></a></h2>
 <hr class="half-width"><p>Data is from the Portal Project Teaching Database by S. K. Morgan
 Ernest, Thomas J. Valone, James H. Brown, and Ethan P. White.</p>
 <p><a href="https://doi.org/10.6084/m9.figshare.1314459" class="external-link uri">https://doi.org/10.6084/m9.figshare.1314459</a></p>
@@ -316,8 +315,7 @@ <h1></h1>
 manipulation of a Chihuahuan Desert ecosystem near Portal, Arizona, USA.
 Ecology 90:1708.</p>
 <p><a href="https://esapubs.org/archive/ecol/E090/118/" class="external-link uri">https://esapubs.org/archive/ecol/E090/118/</a></p>
-</section><section><h2 class="section-heading" id="contributors">Contributors<a class="anchor" aria-label="anchor" href="#contributors"></a>
-<a class="anchor" aria-label="anchor" href="#contributors"></a></h2>
+</section><section><h2 class="section-heading" id="contributors">Contributors<a class="anchor" aria-label="anchor" href="#contributors"></a></h2>
 <hr class="half-width"><ul><li>Ethan White</li>
 <li>Greg Wilson</li>
 <li>Josh Herr</li>
@@ -359,7 +357,7 @@ <h1></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">
@@ -382,7 +380,7 @@ <h1></h1>
   "identifier": "https://datacarpentry.github.io/sql-ecology-lesson/CONTRIBUTORS.html",
   "dateCreated": "2015-02-10",
   "dateModified": "2023-04-21",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index 6296202f..c84b093f 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -233,10 +233,10 @@ <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>
@@ -256,7 +256,7 @@ <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">
@@ -299,8 +299,7 @@ <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
@@ -333,8 +332,7 @@ <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>
@@ -354,8 +352,7 @@ <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>
@@ -395,7 +392,7 @@ <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">
@@ -418,7 +415,7 @@ <h1>Licenses</h1>
   "identifier": "https://datacarpentry.github.io/sql-ecology-lesson/LICENSE.html",
   "dateCreated": "2015-02-10",
   "dateModified": "2023-04-21",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/NEWS.html b/NEWS.html
index 48dbb6b0..fa32966d 100644
--- a/NEWS.html
+++ b/NEWS.html
@@ -233,10 +233,10 @@ <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>
@@ -256,7 +256,7 @@ <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">
@@ -298,8 +298,7 @@ <h1></h1>
         </div>
 
         
-<section><h2 class="section-heading" id="data-carpentry-sql-ecology-lesson-2017-04-0">Data Carpentry SQL Ecology lesson 2017.04.0<a class="anchor" aria-label="anchor" href="#data-carpentry-sql-ecology-lesson-2017.04.0"></a>
-<a class="anchor" aria-label="anchor" href="#data-carpentry-sql-ecology-lesson-2017-04-0"></a></h2>
+<section><h2 class="section-heading" id="data-carpentry-sql-ecology-lesson-2017-04-0">Data Carpentry SQL Ecology lesson 2017.04.0<a class="anchor" aria-label="anchor" href="#data-carpentry-sql-ecology-lesson-2017-04-0"></a></h2>
 <hr class="half-width"><p>Initial release of the Data Carpentry SQL Ecology lesson</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">
@@ -337,7 +336,7 @@ <h1></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">
@@ -360,7 +359,7 @@ <h1></h1>
   "identifier": "https://datacarpentry.github.io/sql-ecology-lesson/NEWS.html",
   "dateCreated": "2015-02-10",
   "dateModified": "2023-04-21",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index 63446243..4c1c3b1f 100644
--- a/aio.html
+++ b/aio.html
@@ -286,10 +286,10 @@ <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>
@@ -313,7 +313,7 @@ <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>
 
 
@@ -384,7 +384,6 @@ <h3 id="setup">Setup<a class="anchor" aria-label="anchor" href="#setup"></a>
 data, and also how to install DB Browser for SQLite.</p>
 </div>
 <section><h2 class="section-heading" id="motivation">Motivation<a class="anchor" aria-label="anchor" href="#motivation"></a>
-<a class="anchor" aria-label="anchor" href="#motivation"></a>
 </h2>
 <hr class="half-width">
 <p>To start, let’s orient ourselves in our project workflow. Previously,
@@ -429,8 +428,7 @@ <h3 id="questions">Questions<a class="anchor" aria-label="anchor" href="#questio
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="challenge" class="callout-inner">
-<h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#challenge"></a>
-</h3>
+<h3 class="callout-title">Challenge</h3>
 <div class="callout-content">
 <p>Open each of these csv files and explore them. What information is
 contained in each file? Specifically, if I had the following research
@@ -474,7 +472,7 @@ <h3 id="goals">Goals<a class="anchor" aria-label="anchor" href="#goals"></a>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
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-<h3 class="callout-title">Definition: <em>Relational Database</em><a class="anchor" aria-label="anchor" href="#definition-relational-database"></a>
+<h3 class="callout-title">Definition: <em>Relational Database</em>
 </h3>
 <div class="callout-content">
 <p>A relational database stores data in <em>relations</em> made up of
@@ -489,7 +487,6 @@ <h3 class="callout-title">Definition: <em>Relational Database</em><a class="anch
 </div>
 </div>
 </section><section><h2 class="section-heading" id="databases">Databases<a class="anchor" aria-label="anchor" href="#databases"></a>
-<a class="anchor" aria-label="anchor" href="#databases"></a>
 </h2>
 <hr class="half-width">
 <div class="section level3">
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 <i class="callout-icon" data-feather="message-circle"></i>
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 <div id="challenge-1" class="callout-inner">
-<h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#challenge-1"></a>
-</h3>
+<h3 class="callout-title">Challenge</h3>
 <div class="callout-content">
 <ul>
 <li>Import the <code>plots</code> and <code>species</code> tables</li>
@@ -952,8 +948,7 @@ <h3 id="datatypediffs">SQL Data Type Quick Reference<a class="anchor" aria-label
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 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
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 <div class="callout-content">
 <ul>
 <li>SQL allows us to select and group subsets of data, do math and other
@@ -1003,7 +998,6 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="writing-my-first-query">Writing my first query<a class="anchor" aria-label="anchor" href="#writing-my-first-query"></a>
-<a class="anchor" aria-label="anchor" href="#writing-my-first-query"></a>
 </h2>
 <hr class="half-width">
 <p>Let’s start by using the <strong>surveys</strong> table. Here we have
@@ -1108,8 +1102,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
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 <div id="challenge" class="callout-inner">
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 <div class="callout-content">
 <ul>
 <li>Write a query that returns the year, month, day, species_id and
@@ -1123,7 +1116,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
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 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
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 </h2>
 <hr class="half-width">
 <p>Databases can also filter data – selecting only the data meeting
@@ -1189,8 +1181,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
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 <div id="challenge-1" class="callout-inner">
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 <div class="callout-content">
 <ul>
 <li>Produce a table listing the data for all individuals in Plot 1 that
@@ -1205,7 +1196,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
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 <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
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 </section><section><h2 class="section-heading" id="building-more-complex-queries">Building more complex queries<a class="anchor" aria-label="anchor" href="#building-more-complex-queries"></a>
-<a class="anchor" aria-label="anchor" href="#building-more-complex-queries"></a>
 </h2>
 <hr class="half-width">
 <p>Now, let’s combine the above queries to get data for the 3
@@ -1260,7 +1250,6 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <em>always</em> useful to add comments; this is especially true of more
 complex queries.</p>
 </section><section><h2 class="section-heading" id="sorting">Sorting<a class="anchor" aria-label="anchor" href="#sorting"></a>
-<a class="anchor" aria-label="anchor" href="#sorting"></a>
 </h2>
 <hr class="half-width">
 <p>We can also sort the results of our queries by using
@@ -1309,8 +1298,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
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 <div id="challenge-2" class="callout-inner">
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 <ul>
 <li>Write a query that returns year, species_id, and weight in kg from
@@ -1324,7 +1312,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
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 </div>
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 </section><section><h2 class="section-heading" id="order-of-execution">Order of execution<a class="anchor" aria-label="anchor" href="#order-of-execution"></a>
-<a class="anchor" aria-label="anchor" href="#order-of-execution"></a>
 </h2>
 <hr class="half-width">
 <p>Another note for ordering. We don’t actually have to display a column
@@ -1367,8 +1354,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
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+<h3 class="callout-title">Multiple statements</h3>
 <div class="callout-content">
 <p>It is possible to write a query as a single line, but for
 readability, we recommend to put each clause on its own line. The
@@ -1382,8 +1368,7 @@ <h3 class="callout-title">Multiple statements<a class="anchor" aria-label="ancho
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-</h3>
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 <div class="callout-content">
 <ul>
 <li>Let’s try to combine what we’ve learned so far in a single query.
@@ -1402,7 +1387,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
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 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
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 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
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 <div class="callout-content">
 <ul>
 <li>It is useful to apply conventions when writing SQL queries to aid
@@ -1479,7 +1463,6 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="count-and-group-by">COUNT and GROUP BY<a class="anchor" aria-label="anchor" href="#count-and-group-by"></a>
-<a class="anchor" aria-label="anchor" href="#count-and-group-by"></a>
 </h2>
 <hr class="half-width">
 <p>Aggregation allows us to combine results by grouping records based on
@@ -1516,8 +1499,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
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 </div>
 <div id="challenge" class="callout-inner">
-<h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#challenge"></a>
-</h3>
+<h3 class="callout-title">Challenge</h3>
 <div class="callout-content">
 <p>Write a query that returns: the total weight, average weight, minimum
 and maximum weights for all animals caught over the duration of the
@@ -1531,7 +1513,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
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 <div id="challenge-1" class="callout-inner">
-<h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#challenge-1"></a>
-</h3>
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 <div class="callout-content">
 <p>Write queries that return:</p>
 <ol style="list-style-type: decimal">
@@ -1584,7 +1565,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
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 </button>
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 </button>
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@@ -1616,7 +1597,6 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 </div>
 </div>
 </section><section><h2 class="section-heading" id="ordering-aggregated-results">Ordering Aggregated Results<a class="anchor" aria-label="anchor" href="#ordering-aggregated-results"></a>
-<a class="anchor" aria-label="anchor" href="#ordering-aggregated-results"></a>
 </h2>
 <hr class="half-width">
 <p>We can order the results of our aggregation by a specific column,
@@ -1631,7 +1611,6 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <span id="cb8-4"><a href="#cb8-4" tabindex="-1"></a><span class="kw">ORDER</span> <span class="kw">BY</span> <span class="fu">COUNT</span>(species_id);</span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="aliases">Aliases<a class="anchor" aria-label="anchor" href="#aliases"></a>
-<a class="anchor" aria-label="anchor" href="#aliases"></a>
 </h2>
 <hr class="half-width">
 <p>As queries get more complex, the expressions we use can get long and
@@ -1672,7 +1651,6 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <p>Aliasing table names can be helpful when working with queries that
 involve multiple tables; you will learn more about this later.</p>
 </section><section><h2 class="section-heading" id="the-having-keyword">The <code>HAVING</code> keyword<a class="anchor" aria-label="anchor" href="#the-having-keyword"></a>
-<a class="anchor" aria-label="anchor" href="#the-having-keyword"></a>
 </h2>
 <hr class="half-width">
 <p>In the previous episode, we have seen the keyword <code>WHERE</code>,
@@ -1716,8 +1694,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
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 </div>
 <div id="challenge-2" class="callout-inner">
-<h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#challenge-2"></a>
-</h3>
+<h3 class="callout-title">Challenge</h3>
 <div class="callout-content">
 <p>Write a query that returns, from the <code>species</code> table, the
 number of <code>species</code> in each <code>taxa</code>, only for the
@@ -1730,7 +1707,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <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">
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 <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1745,7 +1722,6 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 </div>
 </div>
 </section><section><h2 class="section-heading" id="saving-queries-for-future-use">Saving Queries for Future Use<a class="anchor" aria-label="anchor" href="#saving-queries-for-future-use"></a>
-<a class="anchor" aria-label="anchor" href="#saving-queries-for-future-use"></a>
 </h2>
 <hr class="half-width">
 <p>It is not uncommon to repeat the same operation more than once, for
@@ -1787,7 +1763,6 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <span id="cb18-3"><a href="#cb18-3" tabindex="-1"></a><span class="kw">WHERE</span> species_id <span class="op">=</span> <span class="st">'PE'</span>;</span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="what-about-null">What About NULL?<a class="anchor" aria-label="anchor" href="#what-about-null"></a>
-<a class="anchor" aria-label="anchor" href="#what-about-null"></a>
 </h2>
 <hr class="half-width">
 <p>From the last example, there should only be five records. If you look
@@ -1869,8 +1844,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Use the <code>GROUP BY</code> keyword to aggregate data.</li>
@@ -1924,7 +1898,6 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="joins">Joins<a class="anchor" aria-label="anchor" href="#joins"></a>
-<a class="anchor" aria-label="anchor" href="#joins"></a>
 </h2>
 <hr class="half-width">
 <p>To combine data from two tables we use an SQL <code>JOIN</code>
@@ -2205,8 +2178,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
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 </div>
 <div id="challenge" class="callout-inner">
-<h3 class="callout-title">Challenge:<a class="anchor" aria-label="anchor" href="#challenge"></a>
-</h3>
+<h3 class="callout-title">Challenge:</h3>
 <div class="callout-content">
 <ul>
 <li>Write a query that returns the genus, the species name, and the
@@ -2272,8 +2244,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
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 </div>
 <div id="challenge-1" class="callout-inner">
-<h3 class="callout-title">Challenge:<a class="anchor" aria-label="anchor" href="#challenge-1"></a>
-</h3>
+<h3 class="callout-title">Challenge:</h3>
 <div class="callout-content">
 <ul>
 <li>Re-write the original query to keep all the entries present in the
@@ -2306,8 +2277,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge-2" class="callout-inner">
-<h3 class="callout-title">Challenge:<a class="anchor" aria-label="anchor" href="#challenge-2"></a>
-</h3>
+<h3 class="callout-title">Challenge:</h3>
 <div class="callout-content">
 <ul>
 <li>Count the number of records in the <code>surveys</code> table that
@@ -2359,8 +2329,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge-3" class="callout-inner">
-<h3 class="callout-title">Challenge:<a class="anchor" aria-label="anchor" href="#challenge-3"></a>
-</h3>
+<h3 class="callout-title">Challenge:</h3>
 <div class="callout-content">
 <ul>
 <li>Write a query that returns the number of animals caught of each
@@ -2396,8 +2365,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge-4" class="callout-inner">
-<h3 class="callout-title">Challenge:<a class="anchor" aria-label="anchor" href="#challenge-4"></a>
-</h3>
+<h3 class="callout-title">Challenge:</h3>
 <div class="callout-content">
 <ul>
 <li>Write a query that finds the average weight of each rodent species
@@ -2430,7 +2398,6 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 </div>
 </section><section><h2 class="section-heading" id="functions-coalesce-and-nullif-and-more">Functions <code>COALESCE</code> and <code>NULLIF</code> and
 more<a class="anchor" aria-label="anchor" href="#functions-coalesce-and-nullif-and-more"></a>
-<a class="anchor" aria-label="anchor" href="#functions-coalesce-and-nullif-and-more"></a>
 </h2>
 <hr class="half-width">
 <p>SQL includes numerous functions for manipulating data. You’ve already
@@ -2455,8 +2422,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge-5" class="callout-inner">
-<h3 class="callout-title">Challenge:<a class="anchor" aria-label="anchor" href="#challenge-5"></a>
-</h3>
+<h3 class="callout-title">Challenge:</h3>
 <div class="callout-content">
 <ul>
 <li>Write a query that returns 30 instead of <code>NULL</code> for
@@ -2487,8 +2453,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge-6" class="callout-inner">
-<h3 class="callout-title">Challenge:<a class="anchor" aria-label="anchor" href="#challenge-6"></a>
-</h3>
+<h3 class="callout-title">Challenge:</h3>
 <div class="callout-content">
 <ul>
 <li>Write a query that calculates the average hind-foot length of each
@@ -2534,8 +2499,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge-7" class="callout-inner">
-<h3 class="callout-title">Challenge:<a class="anchor" aria-label="anchor" href="#challenge-7"></a>
-</h3>
+<h3 class="callout-title">Challenge:</h3>
 <div class="callout-content">
 <ul>
 <li>Write a query that returns the number of animals caught of each
@@ -2670,8 +2634,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge-8" class="callout-inner">
-<h3 class="callout-title">Challenge:<a class="anchor" aria-label="anchor" href="#challenge-8"></a>
-</h3>
+<h3 class="callout-title">Challenge:</h3>
 <div class="callout-content">
 <p>Write a query that returns genus names (no repeats), sorted from
 longest genus name down to shortest.</p>
@@ -2712,8 +2675,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge-optional" class="callout-inner">
-<h3 class="callout-title">Challenge (optional):<a class="anchor" aria-label="anchor" href="#challenge-optional"></a>
-</h3>
+<h3 class="callout-title">Challenge (optional):</h3>
 <div class="callout-content">
 <p>SQL queries help us <em>ask</em> specific <em>questions</em> which we
 want to answer about our data. The real skill with SQL is to know how to
@@ -2832,8 +2794,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Use a <code>JOIN</code> clause to combine data from two tables—the
@@ -2879,7 +2840,7 @@ <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 -->
@@ -2902,8 +2863,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://datacarpentry.github.io/sql-ecology-lesson/aio.html",
   "identifier": "https://datacarpentry.github.io/sql-ecology-lesson/aio.html",
   "dateCreated": "2015-02-10",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
+  "dateModified": "2024-08-27",
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/assets/styles.css b/assets/styles.css
index 58233a7b..4dc74d32 100644
--- a/assets/styles.css
+++ b/assets/styles.css
@@ -2,4 +2,4 @@
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  * Copyright 2011-2023 The Bootstrap Authors
  * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)
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0)}.dropdown-item:hover,.dropdown-item:focus{color:var(--bs-dropdown-link-hover-color);background-color:var(--bs-dropdown-link-hover-bg)}.dropdown-item.active,.dropdown-item:active{color:var(--bs-dropdown-link-active-color);text-decoration:none;background-color:var(--bs-dropdown-link-active-bg)}.dropdown-item.disabled,.dropdown-item:disabled{color:var(--bs-dropdown-link-disabled-color);pointer-events:none;background-color:rgba(0,0,0,0)}.dropdown-menu.show{display:block}.dropdown-header{display:block;padding:var(--bs-dropdown-header-padding-y) var(--bs-dropdown-header-padding-x);margin-bottom:0;font-size:0.875rem;color:var(--bs-dropdown-header-color);white-space:nowrap}.dropdown-item-text{display:block;padding:var(--bs-dropdown-item-padding-y) var(--bs-dropdown-item-padding-x);color:var(--bs-dropdown-link-color)}.dropdown-menu-dark{--bs-dropdown-color: #dee2e6;--bs-dropdown-bg: #343a40;--bs-dropdown-border-color: var(--bs-border-color-translucent);--bs-dropdown-box-shadow: ;--bs-dropdown-link-color: #dee2e6;--bs-dropdown-link-hover-color: #fff;--bs-dropdown-divider-bg: var(--bs-border-color-translucent);--bs-dropdown-link-hover-bg: rgba(255, 255, 255, 0.15);--bs-dropdown-link-active-color: #fff;--bs-dropdown-link-active-bg: #0d6efd;--bs-dropdown-link-disabled-color: #adb5bd;--bs-dropdown-header-color: #adb5bd}.btn-group,.btn-group-vertical{position:relative;display:inline-flex;vertical-align:middle}.btn-group>.btn,.btn-group-vertical>.btn{position:relative;flex:1 1 auto}.btn-group>.btn-check:checked+.btn,.btn-group>.btn-check:focus+.btn,.btn-group>.btn:hover,.btn-group>.btn:focus,.btn-group>.btn:active,.btn-group>.btn.active,.btn-group-vertical>.btn-check:checked+.btn,.btn-group-vertical>.btn-check:focus+.btn,.btn-group-vertical>.btn:hover,.btn-group-vertical>.btn:focus,.btn-group-vertical>.btn:active,.btn-group-vertical>.btn.active{z-index:1}.btn-toolbar{display:flex;flex-wrap:wrap;justify-content:flex-start}.btn-toolbar .input-group{width:auto}.btn-group{border-radius:var(--bs-border-radius)}.btn-group>:not(.btn-check:first-child)+.btn,.btn-group>.btn-group:not(:first-child){margin-left:calc(var(--bs-border-width) * -1)}.btn-group>.btn:not(:last-child):not(.dropdown-toggle),.btn-group>.btn.dropdown-toggle-split:first-child,.btn-group>.btn-group:not(:last-child)>.btn{border-top-right-radius:0;border-bottom-right-radius:0}.btn-group>.btn:nth-child(n+3),.btn-group>:not(.btn-check)+.btn,.btn-group>.btn-group:not(:first-child)>.btn{border-top-left-radius:0;border-bottom-left-radius:0}.dropdown-toggle-split{padding-right:.5625rem;padding-left:.5625rem}.dropdown-toggle-split::after,.dropup .dropdown-toggle-split::after,.dropend .dropdown-toggle-split::after{margin-left:0}.dropstart .dropdown-toggle-split::before{margin-right:0}.btn-sm+.dropdown-toggle-split,.btn-group-sm>.btn+.dropdown-toggle-split{padding-right:.375rem;padding-left:.375rem}.btn-lg+.dropdown-toggle-split,.btn-group-lg>.btn+.dropdown-toggle-split{padding-right:.75rem;padding-left:.75rem}.btn-group-vertical{flex-direction:column;align-items:flex-start;justify-content:center}.btn-group-vertical>.btn,.btn-group-vertical>.btn-group{width:100%}.btn-group-vertical>.btn:not(:first-child),.btn-group-vertical>.btn-group:not(:first-child){margin-top:calc(var(--bs-border-width) * -1)}.btn-group-vertical>.btn:not(:last-child):not(.dropdown-toggle),.btn-group-vertical>.btn-group:not(:last-child)>.btn{border-bottom-right-radius:0;border-bottom-left-radius:0}.btn-group-vertical>.btn~.btn,.btn-group-vertical>.btn-group:not(:first-child)>.btn{border-top-left-radius:0;border-top-right-radius:0}.nav{--bs-nav-link-padding-x: 1rem;--bs-nav-link-padding-y: 0.5rem;--bs-nav-link-font-weight: ;--bs-nav-link-color: 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.nav-link:hover,.nav-underline .nav-link:focus{border-bottom-color:currentcolor}.nav-underline .nav-link.active,.nav-underline .show>.nav-link{font-weight:700;color:var(--bs-nav-underline-link-active-color);border-bottom-color:currentcolor}.nav-fill>.nav-link,.nav-fill .nav-item{flex:1 1 auto;text-align:center}.nav-justified>.nav-link,.nav-justified .nav-item{flex-basis:0;flex-grow:1;text-align:center}.nav-fill .nav-item .nav-link,.nav-justified .nav-item .nav-link{width:100%}.tab-content>.tab-pane{display:none}.tab-content>.active{display:block}.navbar{--bs-navbar-padding-x: 0;--bs-navbar-padding-y: 0.5rem;--bs-navbar-color: rgba(var(--bs-emphasis-color-rgb), 0.65);--bs-navbar-hover-color: rgba(var(--bs-emphasis-color-rgb), 0.8);--bs-navbar-disabled-color: rgba(var(--bs-emphasis-color-rgb), 0.3);--bs-navbar-active-color: rgba(var(--bs-emphasis-color-rgb), 1);--bs-navbar-brand-padding-y: 0.3125rem;--bs-navbar-brand-margin-end: 1rem;--bs-navbar-brand-font-size: 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.offcanvas .offcanvas-header{display:none}.navbar-expand-lg .offcanvas .offcanvas-body{display:flex;flex-grow:0;padding:0;overflow-y:visible}}@media(min-width: 1200px){.navbar-expand-xl{flex-wrap:nowrap;justify-content:flex-start}.navbar-expand-xl .navbar-nav{flex-direction:row}.navbar-expand-xl .navbar-nav .dropdown-menu{position:absolute}.navbar-expand-xl .navbar-nav .nav-link{padding-right:var(--bs-navbar-nav-link-padding-x);padding-left:var(--bs-navbar-nav-link-padding-x)}.navbar-expand-xl .navbar-nav-scroll{overflow:visible}.navbar-expand-xl .navbar-collapse{display:flex !important;flex-basis:auto}.navbar-expand-xl .navbar-toggler{display:none}.navbar-expand-xl .offcanvas{position:static;z-index:auto;flex-grow:1;width:auto !important;height:auto !important;visibility:visible !important;background-color:rgba(0,0,0,0) !important;border:0 !important;transform:none !important;transition:none}.navbar-expand-xl .offcanvas .offcanvas-header{display:none}.navbar-expand-xl .offcanvas 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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: ;--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) 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.nav-link.active{background-color:var(--bs-card-bg);border-bottom-color:var(--bs-card-bg)}.card-header-pills{margin-right:calc(-0.5*var(--bs-card-cap-padding-x));margin-left:calc(-0.5*var(--bs-card-cap-padding-x))}.card-img-overlay{position:absolute;top:0;right:0;bottom:0;left:0;padding:var(--bs-card-img-overlay-padding);border-radius:var(--bs-card-inner-border-radius)}.card-img,.card-img-top,.card-img-bottom{width:100%}.card-img,.card-img-top{border-top-left-radius:var(--bs-card-inner-border-radius);border-top-right-radius:var(--bs-card-inner-border-radius)}.card-img,.card-img-bottom{border-bottom-right-radius:var(--bs-card-inner-border-radius);border-bottom-left-radius:var(--bs-card-inner-border-radius)}.card-group>.card{margin-bottom:var(--bs-card-group-margin)}@media(min-width: 576px){.card-group{display:flex;flex-flow:row wrap}.card-group>.card{flex:1 0 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reduce){.accordion-button{transition:none}}.accordion-button:not(.collapsed){color:var(--bs-accordion-active-color);background-color:var(--bs-accordion-active-bg);box-shadow:inset 0 calc(-1*var(--bs-accordion-border-width)) 0 var(--bs-accordion-border-color)}.accordion-button:not(.collapsed)::after{background-image:var(--bs-accordion-btn-active-icon);transform:var(--bs-accordion-btn-icon-transform)}.accordion-button::after{flex-shrink:0;width:var(--bs-accordion-btn-icon-width);height:var(--bs-accordion-btn-icon-width);margin-left:auto;content:"";background-image:var(--bs-accordion-btn-icon);background-repeat:no-repeat;background-size:var(--bs-accordion-btn-icon-width);transition:var(--bs-accordion-btn-icon-transition)}@media(prefers-reduced-motion: reduce){.accordion-button::after{transition:none}}.accordion-button:hover{z-index:2}.accordion-button:focus{z-index:3;border-color:var(--bs-accordion-btn-focus-border-color);outline:0;box-shadow:var(--bs-accordion-btn-focus-box-shadow)}.accordion-header{margin-bottom:0}.accordion-item{color:var(--bs-accordion-color);background-color:var(--bs-accordion-bg);border:var(--bs-accordion-border-width) solid var(--bs-accordion-border-color)}.accordion-item:first-of-type{border-top-left-radius:var(--bs-accordion-border-radius);border-top-right-radius:var(--bs-accordion-border-radius)}.accordion-item:first-of-type .accordion-button{border-top-left-radius:var(--bs-accordion-inner-border-radius);border-top-right-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:not(:first-of-type){border-top:0}.accordion-item:last-of-type{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-item:last-of-type .accordion-button.collapsed{border-bottom-right-radius:var(--bs-accordion-inner-border-radius);border-bottom-left-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:last-of-type .accordion-collapse{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-body{padding:var(--bs-accordion-body-padding-y) var(--bs-accordion-body-padding-x)}.accordion-flush .accordion-collapse{border-width:0}.accordion-flush .accordion-item{border-right:0;border-left:0;border-radius:0}.accordion-flush .accordion-item:first-child{border-top:0}.accordion-flush .accordion-item:last-child{border-bottom:0}.accordion-flush .accordion-item .accordion-button,.accordion-flush .accordion-item .accordion-button.collapsed{border-radius:0}[data-bs-theme=dark] .accordion-button::after{--bs-accordion-btn-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%236ea8fe'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e");--bs-accordion-btn-active-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%236ea8fe'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e")}.breadcrumb{--bs-breadcrumb-padding-x: 0;--bs-breadcrumb-padding-y: 0;--bs-breadcrumb-margin-bottom: 1rem;--bs-breadcrumb-bg: ;--bs-breadcrumb-border-radius: ;--bs-breadcrumb-divider-color: var(--bs-secondary-color);--bs-breadcrumb-item-padding-x: 0.5rem;--bs-breadcrumb-item-active-color: var(--bs-secondary-color);display:flex;flex-wrap:wrap;padding:var(--bs-breadcrumb-padding-y) var(--bs-breadcrumb-padding-x);margin-bottom:var(--bs-breadcrumb-margin-bottom);font-size:var(--bs-breadcrumb-font-size);list-style:none;background-color:var(--bs-breadcrumb-bg);border-radius:var(--bs-breadcrumb-border-radius)}.breadcrumb-item+.breadcrumb-item{padding-left:var(--bs-breadcrumb-item-padding-x)}.breadcrumb-item+.breadcrumb-item::before{float:left;padding-right:var(--bs-breadcrumb-item-padding-x);color:var(--bs-breadcrumb-divider-color);content:var(--bs-breadcrumb-divider, "/") /* rtl: var(--bs-breadcrumb-divider, "/") */}.breadcrumb-item.active{color:var(--bs-breadcrumb-item-active-color)}.pagination{--bs-pagination-padding-x: 0.75rem;--bs-pagination-padding-y: 0.375rem;--bs-pagination-font-size:1rem;--bs-pagination-color: var(--bs-link-color);--bs-pagination-bg: var(--bs-body-bg);--bs-pagination-border-width: var(--bs-border-width);--bs-pagination-border-color: var(--bs-border-color);--bs-pagination-border-radius: var(--bs-border-radius);--bs-pagination-hover-color: var(--bs-link-hover-color);--bs-pagination-hover-bg: var(--bs-tertiary-bg);--bs-pagination-hover-border-color: var(--bs-border-color);--bs-pagination-focus-color: var(--bs-link-hover-color);--bs-pagination-focus-bg: var(--bs-secondary-bg);--bs-pagination-focus-box-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);--bs-pagination-active-color: #fff;--bs-pagination-active-bg: #0d6efd;--bs-pagination-active-border-color: #0d6efd;--bs-pagination-disabled-color: var(--bs-secondary-color);--bs-pagination-disabled-bg: var(--bs-secondary-bg);--bs-pagination-disabled-border-color: var(--bs-border-color);display:flex;padding-left:0;list-style:none}.page-link{position:relative;display:block;padding:var(--bs-pagination-padding-y) var(--bs-pagination-padding-x);font-size:var(--bs-pagination-font-size);color:var(--bs-pagination-color);text-decoration:none;background-color:var(--bs-pagination-bg);border:var(--bs-pagination-border-width) solid var(--bs-pagination-border-color);transition:color .15s ease-in-out,background-color .15s ease-in-out,border-color .15s ease-in-out,box-shadow .15s ease-in-out}@media(prefers-reduced-motion: reduce){.page-link{transition:none}}.page-link:hover{z-index:2;color:var(--bs-pagination-hover-color);background-color:var(--bs-pagination-hover-bg);border-color:var(--bs-pagination-hover-border-color)}.page-link:focus{z-index:3;color:var(--bs-pagination-focus-color);background-color:var(--bs-pagination-focus-bg);outline:0;box-shadow:var(--bs-pagination-focus-box-shadow)}.page-link.active,.active>.page-link{z-index:3;color:var(--bs-pagination-active-color);background-color:var(--bs-pagination-active-bg);border-color:var(--bs-pagination-active-border-color)}.page-link.disabled,.disabled>.page-link{color:var(--bs-pagination-disabled-color);pointer-events:none;background-color:var(--bs-pagination-disabled-bg);border-color:var(--bs-pagination-disabled-border-color)}.page-item:not(:first-child) .page-link{margin-left:calc(var(--bs-border-width) * -1)}.page-item:first-child .page-link{border-top-left-radius:var(--bs-pagination-border-radius);border-bottom-left-radius:var(--bs-pagination-border-radius)}.page-item:last-child .page-link{border-top-right-radius:var(--bs-pagination-border-radius);border-bottom-right-radius:var(--bs-pagination-border-radius)}.pagination-lg{--bs-pagination-padding-x: 1.5rem;--bs-pagination-padding-y: 0.75rem;--bs-pagination-font-size:1.25rem;--bs-pagination-border-radius: var(--bs-border-radius-lg)}.pagination-sm{--bs-pagination-padding-x: 0.5rem;--bs-pagination-padding-y: 0.25rem;--bs-pagination-font-size:0.875rem;--bs-pagination-border-radius: var(--bs-border-radius-sm)}.badge{--bs-badge-padding-x: 0.65em;--bs-badge-padding-y: 0.35em;--bs-badge-font-size:0.75em;--bs-badge-font-weight: 700;--bs-badge-color: #fff;--bs-badge-border-radius: var(--bs-border-radius);display:inline-block;padding:var(--bs-badge-padding-y) var(--bs-badge-padding-x);font-size:var(--bs-badge-font-size);font-weight:var(--bs-badge-font-weight);line-height:1;color:var(--bs-badge-color);text-align:center;white-space:nowrap;vertical-align:baseline;border-radius:var(--bs-badge-border-radius)}.badge:empty{display:none}.btn .badge{position:relative;top:-1px}.alert{--bs-alert-bg: transparent;--bs-alert-padding-x: 1rem;--bs-alert-padding-y: 1rem;--bs-alert-margin-bottom: 1rem;--bs-alert-color: inherit;--bs-alert-border-color: transparent;--bs-alert-border: var(--bs-border-width) solid var(--bs-alert-border-color);--bs-alert-border-radius: var(--bs-border-radius);--bs-alert-link-color: inherit;position:relative;padding:var(--bs-alert-padding-y) var(--bs-alert-padding-x);margin-bottom:var(--bs-alert-margin-bottom);color:var(--bs-alert-color);background-color:var(--bs-alert-bg);border:var(--bs-alert-border);border-radius:var(--bs-alert-border-radius)}.alert-heading{color:inherit}.alert-link{font-weight:700;color:var(--bs-alert-link-color)}.alert-dismissible{padding-right:3rem}.alert-dismissible .btn-close{position:absolute;top:0;right:0;z-index:2;padding:1.25rem 1rem}.alert-primary{--bs-alert-color: var(--bs-primary-text-emphasis);--bs-alert-bg: var(--bs-primary-bg-subtle);--bs-alert-border-color: var(--bs-primary-border-subtle);--bs-alert-link-color: var(--bs-primary-text-emphasis)}.alert-secondary{--bs-alert-color: var(--bs-secondary-text-emphasis);--bs-alert-bg: var(--bs-secondary-bg-subtle);--bs-alert-border-color: var(--bs-secondary-border-subtle);--bs-alert-link-color: var(--bs-secondary-text-emphasis)}.alert-success{--bs-alert-color: var(--bs-success-text-emphasis);--bs-alert-bg: var(--bs-success-bg-subtle);--bs-alert-border-color: var(--bs-success-border-subtle);--bs-alert-link-color: var(--bs-success-text-emphasis)}.alert-info{--bs-alert-color: var(--bs-info-text-emphasis);--bs-alert-bg: var(--bs-info-bg-subtle);--bs-alert-border-color: var(--bs-info-border-subtle);--bs-alert-link-color: var(--bs-info-text-emphasis)}.alert-warning{--bs-alert-color: var(--bs-warning-text-emphasis);--bs-alert-bg: var(--bs-warning-bg-subtle);--bs-alert-border-color: var(--bs-warning-border-subtle);--bs-alert-link-color: var(--bs-warning-text-emphasis)}.alert-danger{--bs-alert-color: var(--bs-danger-text-emphasis);--bs-alert-bg: var(--bs-danger-bg-subtle);--bs-alert-border-color: var(--bs-danger-border-subtle);--bs-alert-link-color: var(--bs-danger-text-emphasis)}.alert-light{--bs-alert-color: var(--bs-light-text-emphasis);--bs-alert-bg: var(--bs-light-bg-subtle);--bs-alert-border-color: var(--bs-light-border-subtle);--bs-alert-link-color: var(--bs-light-text-emphasis)}.alert-dark{--bs-alert-color: var(--bs-dark-text-emphasis);--bs-alert-bg: var(--bs-dark-bg-subtle);--bs-alert-border-color: var(--bs-dark-border-subtle);--bs-alert-link-color: var(--bs-dark-text-emphasis)}@keyframes progress-bar-stripes{0%{background-position-x:1rem}}.progress,.progress-stacked{--bs-progress-height: 1rem;--bs-progress-font-size:0.75rem;--bs-progress-bg: var(--bs-secondary-bg);--bs-progress-border-radius: var(--bs-border-radius);--bs-progress-box-shadow: var(--bs-box-shadow-inset);--bs-progress-bar-color: #fff;--bs-progress-bar-bg: #0d6efd;--bs-progress-bar-transition: width 0.6s ease;display:flex;height:var(--bs-progress-height);overflow:hidden;font-size:var(--bs-progress-font-size);background-color:var(--bs-progress-bg);border-radius:var(--bs-progress-border-radius)}.progress-bar{display:flex;flex-direction:column;justify-content:center;overflow:hidden;color:var(--bs-progress-bar-color);text-align:center;white-space:nowrap;background-color:var(--bs-progress-bar-bg);transition:var(--bs-progress-bar-transition)}@media(prefers-reduced-motion: reduce){.progress-bar{transition:none}}.progress-bar-striped{background-image:linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-size:var(--bs-progress-height) var(--bs-progress-height)}.progress-stacked>.progress{overflow:visible}.progress-stacked>.progress>.progress-bar{width:100%}.progress-bar-animated{animation:1s linear infinite progress-bar-stripes}@media(prefers-reduced-motion: reduce){.progress-bar-animated{animation:none}}.list-group{--bs-list-group-color: var(--bs-body-color);--bs-list-group-bg: var(--bs-body-bg);--bs-list-group-border-color: var(--bs-border-color);--bs-list-group-border-width: var(--bs-border-width);--bs-list-group-border-radius: var(--bs-border-radius);--bs-list-group-item-padding-x: 1rem;--bs-list-group-item-padding-y: 0.5rem;--bs-list-group-action-color: var(--bs-secondary-color);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-tertiary-bg);--bs-list-group-action-active-color: var(--bs-body-color);--bs-list-group-action-active-bg: var(--bs-secondary-bg);--bs-list-group-disabled-color: var(--bs-secondary-color);--bs-list-group-disabled-bg: var(--bs-body-bg);--bs-list-group-active-color: #fff;--bs-list-group-active-bg: #0d6efd;--bs-list-group-active-border-color: #0d6efd;display:flex;flex-direction:column;padding-left:0;margin-bottom:0;border-radius:var(--bs-list-group-border-radius)}.list-group-numbered{list-style-type:none;counter-reset:section}.list-group-numbered>.list-group-item::before{content:counters(section, ".") ". ";counter-increment:section}.list-group-item-action{width:100%;color:var(--bs-list-group-action-color);text-align:inherit}.list-group-item-action:hover,.list-group-item-action:focus{z-index:1;color:var(--bs-list-group-action-hover-color);text-decoration:none;background-color:var(--bs-list-group-action-hover-bg)}.list-group-item-action:active{color:var(--bs-list-group-action-active-color);background-color:var(--bs-list-group-action-active-bg)}.list-group-item{position:relative;display:block;padding:var(--bs-list-group-item-padding-y) var(--bs-list-group-item-padding-x);color:var(--bs-list-group-color);text-decoration:none;background-color:var(--bs-list-group-bg);border:var(--bs-list-group-border-width) solid 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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: 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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 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.offcanvas-body{display:flex;flex-grow:0;padding:0;overflow-y:visible}}@media(min-width: 1400px){.navbar-expand-xxl{flex-wrap:nowrap;justify-content:flex-start}.navbar-expand-xxl .navbar-nav{flex-direction:row}.navbar-expand-xxl .navbar-nav .dropdown-menu{position:absolute}.navbar-expand-xxl .navbar-nav .nav-link{padding-right:var(--bs-navbar-nav-link-padding-x);padding-left:var(--bs-navbar-nav-link-padding-x)}.navbar-expand-xxl .navbar-nav-scroll{overflow:visible}.navbar-expand-xxl .navbar-collapse{display:flex !important;flex-basis:auto}.navbar-expand-xxl .navbar-toggler{display:none}.navbar-expand-xxl .offcanvas{position:static;z-index:auto;flex-grow:1;width:auto !important;height:auto !important;visibility:visible !important;background-color:rgba(0,0,0,0) !important;border:0 !important;transform:none !important;transition:none}.navbar-expand-xxl .offcanvas .offcanvas-header{display:none}.navbar-expand-xxl .offcanvas .offcanvas-body{display:flex;flex-grow:0;padding:0;overflow-y:visible}}.navbar-expand{flex-wrap:nowrap;justify-content:flex-start}.navbar-expand .navbar-nav{flex-direction:row}.navbar-expand .navbar-nav .dropdown-menu{position:absolute}.navbar-expand .navbar-nav .nav-link{padding-right:var(--bs-navbar-nav-link-padding-x);padding-left:var(--bs-navbar-nav-link-padding-x)}.navbar-expand .navbar-nav-scroll{overflow:visible}.navbar-expand .navbar-collapse{display:flex !important;flex-basis:auto}.navbar-expand .navbar-toggler{display:none}.navbar-expand .offcanvas{position:static;z-index:auto;flex-grow:1;width:auto !important;height:auto !important;visibility:visible !important;background-color:rgba(0,0,0,0) !important;border:0 !important;transform:none !important;transition:none}.navbar-expand .offcanvas .offcanvas-header{display:none}.navbar-expand .offcanvas .offcanvas-body{display:flex;flex-grow:0;padding:0;overflow-y:visible}.navbar-dark,.navbar[data-bs-theme=dark]{--bs-navbar-color: rgba(255, 255, 255, 0.55);--bs-navbar-hover-color: rgba(255, 255, 255, 0.75);--bs-navbar-disabled-color: rgba(255, 255, 255, 0.25);--bs-navbar-active-color: #fff;--bs-navbar-brand-color: #fff;--bs-navbar-brand-hover-color: #fff;--bs-navbar-toggler-border-color: rgba(255, 255, 255, 0.1);--bs-navbar-toggler-icon-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'%3e%3cpath stroke='rgba%28255, 255, 255, 0.55%29' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/%3e%3c/svg%3e")}[data-bs-theme=dark] .navbar-toggler-icon{--bs-navbar-toggler-icon-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'%3e%3cpath stroke='rgba%28255, 255, 255, 0.55%29' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/%3e%3c/svg%3e")}.card{--bs-card-spacer-y: 1rem;--bs-card-spacer-x: 1rem;--bs-card-title-spacer-y: 0.5rem;--bs-card-title-color: ;--bs-card-subtitle-color: ;--bs-card-border-width: var(--bs-border-width);--bs-card-border-color: var(--bs-border-color-translucent);--bs-card-border-radius: var(--bs-border-radius);--bs-card-box-shadow: ;--bs-card-inner-border-radius: calc(var(--bs-border-radius) - (var(--bs-border-width)));--bs-card-cap-padding-y: 0.5rem;--bs-card-cap-padding-x: 1rem;--bs-card-cap-bg: rgba(var(--bs-body-color-rgb), 0.03);--bs-card-cap-color: ;--bs-card-height: ;--bs-card-color: ;--bs-card-bg: var(--bs-body-bg);--bs-card-img-overlay-padding: 1rem;--bs-card-group-margin: 0.75rem;position:relative;display:flex;flex-direction:column;min-width:0;height:var(--bs-card-height);color:var(--bs-body-color);word-wrap:break-word;background-color:var(--bs-card-bg);background-clip:border-box;border:var(--bs-card-border-width) solid var(--bs-card-border-color);border-radius:var(--bs-card-border-radius)}.card>hr{margin-right:0;margin-left:0}.card>.list-group{border-top:inherit;border-bottom:inherit}.card>.list-group:first-child{border-top-width:0;border-top-left-radius:var(--bs-card-inner-border-radius);border-top-right-radius:var(--bs-card-inner-border-radius)}.card>.list-group:last-child{border-bottom-width:0;border-bottom-right-radius:var(--bs-card-inner-border-radius);border-bottom-left-radius:var(--bs-card-inner-border-radius)}.card>.card-header+.list-group,.card>.list-group+.card-footer{border-top:0}.card-body{flex:1 1 auto;padding:var(--bs-card-spacer-y) var(--bs-card-spacer-x);color:var(--bs-card-color)}.card-title{margin-bottom:var(--bs-card-title-spacer-y);color:var(--bs-card-title-color)}.card-subtitle{margin-top:calc(-0.5*var(--bs-card-title-spacer-y));margin-bottom:0;color:var(--bs-card-subtitle-color)}.card-text:last-child{margin-bottom:0}.card-link+.card-link{margin-left:var(--bs-card-spacer-x)}.card-header{padding:var(--bs-card-cap-padding-y) var(--bs-card-cap-padding-x);margin-bottom:0;color:var(--bs-card-cap-color);background-color:var(--bs-card-cap-bg);border-bottom:var(--bs-card-border-width) solid var(--bs-card-border-color)}.card-header:first-child{border-radius:var(--bs-card-inner-border-radius) var(--bs-card-inner-border-radius) 0 0}.card-footer{padding:var(--bs-card-cap-padding-y) var(--bs-card-cap-padding-x);color:var(--bs-card-cap-color);background-color:var(--bs-card-cap-bg);border-top:var(--bs-card-border-width) solid var(--bs-card-border-color)}.card-footer:last-child{border-radius:0 0 var(--bs-card-inner-border-radius) var(--bs-card-inner-border-radius)}.card-header-tabs{margin-right:calc(-0.5*var(--bs-card-cap-padding-x));margin-bottom:calc(-1*var(--bs-card-cap-padding-y));margin-left:calc(-0.5*var(--bs-card-cap-padding-x));border-bottom:0}.card-header-tabs .nav-link.active{background-color:var(--bs-card-bg);border-bottom-color:var(--bs-card-bg)}.card-header-pills{margin-right:calc(-0.5*var(--bs-card-cap-padding-x));margin-left:calc(-0.5*var(--bs-card-cap-padding-x))}.card-img-overlay{position:absolute;top:0;right:0;bottom:0;left:0;padding:var(--bs-card-img-overlay-padding);border-radius:var(--bs-card-inner-border-radius)}.card-img,.card-img-top,.card-img-bottom{width:100%}.card-img,.card-img-top{border-top-left-radius:var(--bs-card-inner-border-radius);border-top-right-radius:var(--bs-card-inner-border-radius)}.card-img,.card-img-bottom{border-bottom-right-radius:var(--bs-card-inner-border-radius);border-bottom-left-radius:var(--bs-card-inner-border-radius)}.card-group>.card{margin-bottom:var(--bs-card-group-margin)}@media(min-width: 576px){.card-group{display:flex;flex-flow:row wrap}.card-group>.card{flex:1 0 0%;margin-bottom:0}.card-group>.card+.card{margin-left:0;border-left:0}.card-group>.card:not(:last-child){border-top-right-radius:0;border-bottom-right-radius:0}.card-group>.card:not(:last-child) .card-img-top,.card-group>.card:not(:last-child) .card-header{border-top-right-radius:0}.card-group>.card:not(:last-child) .card-img-bottom,.card-group>.card:not(:last-child) .card-footer{border-bottom-right-radius:0}.card-group>.card:not(:first-child){border-top-left-radius:0;border-bottom-left-radius:0}.card-group>.card:not(:first-child) .card-img-top,.card-group>.card:not(:first-child) .card-header{border-top-left-radius:0}.card-group>.card:not(:first-child) .card-img-bottom,.card-group>.card:not(:first-child) .card-footer{border-bottom-left-radius:0}}.accordion{--bs-accordion-color: var(--bs-body-color);--bs-accordion-bg: var(--bs-body-bg);--bs-accordion-transition: color 0.15s ease-in-out, background-color 0.15s ease-in-out, border-color 0.15s ease-in-out, box-shadow 0.15s ease-in-out, border-radius 0.15s ease;--bs-accordion-border-color: var(--bs-border-color);--bs-accordion-border-width: var(--bs-border-width);--bs-accordion-border-radius: var(--bs-border-radius);--bs-accordion-inner-border-radius: calc(var(--bs-border-radius) - (var(--bs-border-width)));--bs-accordion-btn-padding-x: 1.25rem;--bs-accordion-btn-padding-y: 1rem;--bs-accordion-btn-color: var(--bs-body-color);--bs-accordion-btn-bg: var(--bs-accordion-bg);--bs-accordion-btn-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23212529'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e");--bs-accordion-btn-icon-width: 1.25rem;--bs-accordion-btn-icon-transform: rotate(-180deg);--bs-accordion-btn-icon-transition: transform 0.2s ease-in-out;--bs-accordion-btn-active-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23052c65'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e");--bs-accordion-btn-focus-border-color: #86b7fe;--bs-accordion-btn-focus-box-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);--bs-accordion-body-padding-x: 1.25rem;--bs-accordion-body-padding-y: 1rem;--bs-accordion-active-color: var(--bs-primary-text-emphasis);--bs-accordion-active-bg: var(--bs-primary-bg-subtle)}.accordion-button{position:relative;display:flex;align-items:center;width:100%;padding:var(--bs-accordion-btn-padding-y) var(--bs-accordion-btn-padding-x);font-size:1rem;color:var(--bs-accordion-btn-color);text-align:left;background-color:var(--bs-accordion-btn-bg);border:0;border-radius:0;overflow-anchor:none;transition:var(--bs-accordion-transition)}@media(prefers-reduced-motion: reduce){.accordion-button{transition:none}}.accordion-button:not(.collapsed){color:var(--bs-accordion-active-color);background-color:var(--bs-accordion-active-bg);box-shadow:inset 0 calc(-1*var(--bs-accordion-border-width)) 0 var(--bs-accordion-border-color)}.accordion-button:not(.collapsed)::after{background-image:var(--bs-accordion-btn-active-icon);transform:var(--bs-accordion-btn-icon-transform)}.accordion-button::after{flex-shrink:0;width:var(--bs-accordion-btn-icon-width);height:var(--bs-accordion-btn-icon-width);margin-left:auto;content:"";background-image:var(--bs-accordion-btn-icon);background-repeat:no-repeat;background-size:var(--bs-accordion-btn-icon-width);transition:var(--bs-accordion-btn-icon-transition)}@media(prefers-reduced-motion: reduce){.accordion-button::after{transition:none}}.accordion-button:hover{z-index:2}.accordion-button:focus{z-index:3;border-color:var(--bs-accordion-btn-focus-border-color);outline:0;box-shadow:var(--bs-accordion-btn-focus-box-shadow)}.accordion-header{margin-bottom:0}.accordion-item{color:var(--bs-accordion-color);background-color:var(--bs-accordion-bg);border:var(--bs-accordion-border-width) solid var(--bs-accordion-border-color)}.accordion-item:first-of-type{border-top-left-radius:var(--bs-accordion-border-radius);border-top-right-radius:var(--bs-accordion-border-radius)}.accordion-item:first-of-type .accordion-button{border-top-left-radius:var(--bs-accordion-inner-border-radius);border-top-right-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:not(:first-of-type){border-top:0}.accordion-item:last-of-type{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-item:last-of-type .accordion-button.collapsed{border-bottom-right-radius:var(--bs-accordion-inner-border-radius);border-bottom-left-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:last-of-type .accordion-collapse{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-body{padding:var(--bs-accordion-body-padding-y) var(--bs-accordion-body-padding-x)}.accordion-flush .accordion-collapse{border-width:0}.accordion-flush .accordion-item{border-right:0;border-left:0;border-radius:0}.accordion-flush .accordion-item:first-child{border-top:0}.accordion-flush .accordion-item:last-child{border-bottom:0}.accordion-flush .accordion-item .accordion-button,.accordion-flush .accordion-item .accordion-button.collapsed{border-radius:0}[data-bs-theme=dark] .accordion-button::after{--bs-accordion-btn-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%236ea8fe'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e");--bs-accordion-btn-active-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%236ea8fe'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e")}.breadcrumb{--bs-breadcrumb-padding-x: 0;--bs-breadcrumb-padding-y: 0;--bs-breadcrumb-margin-bottom: 1rem;--bs-breadcrumb-bg: ;--bs-breadcrumb-border-radius: ;--bs-breadcrumb-divider-color: var(--bs-secondary-color);--bs-breadcrumb-item-padding-x: 0.5rem;--bs-breadcrumb-item-active-color: var(--bs-secondary-color);display:flex;flex-wrap:wrap;padding:var(--bs-breadcrumb-padding-y) var(--bs-breadcrumb-padding-x);margin-bottom:var(--bs-breadcrumb-margin-bottom);font-size:var(--bs-breadcrumb-font-size);list-style:none;background-color:var(--bs-breadcrumb-bg);border-radius:var(--bs-breadcrumb-border-radius)}.breadcrumb-item+.breadcrumb-item{padding-left:var(--bs-breadcrumb-item-padding-x)}.breadcrumb-item+.breadcrumb-item::before{float:left;padding-right:var(--bs-breadcrumb-item-padding-x);color:var(--bs-breadcrumb-divider-color);content:var(--bs-breadcrumb-divider, "/") /* rtl: var(--bs-breadcrumb-divider, "/") */}.breadcrumb-item.active{color:var(--bs-breadcrumb-item-active-color)}.pagination{--bs-pagination-padding-x: 0.75rem;--bs-pagination-padding-y: 0.375rem;--bs-pagination-font-size:1rem;--bs-pagination-color: var(--bs-link-color);--bs-pagination-bg: var(--bs-body-bg);--bs-pagination-border-width: var(--bs-border-width);--bs-pagination-border-color: var(--bs-border-color);--bs-pagination-border-radius: var(--bs-border-radius);--bs-pagination-hover-color: var(--bs-link-hover-color);--bs-pagination-hover-bg: var(--bs-tertiary-bg);--bs-pagination-hover-border-color: var(--bs-border-color);--bs-pagination-focus-color: var(--bs-link-hover-color);--bs-pagination-focus-bg: var(--bs-secondary-bg);--bs-pagination-focus-box-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);--bs-pagination-active-color: #fff;--bs-pagination-active-bg: #0d6efd;--bs-pagination-active-border-color: #0d6efd;--bs-pagination-disabled-color: var(--bs-secondary-color);--bs-pagination-disabled-bg: var(--bs-secondary-bg);--bs-pagination-disabled-border-color: var(--bs-border-color);display:flex;padding-left:0;list-style:none}.page-link{position:relative;display:block;padding:var(--bs-pagination-padding-y) var(--bs-pagination-padding-x);font-size:var(--bs-pagination-font-size);color:var(--bs-pagination-color);text-decoration:none;background-color:var(--bs-pagination-bg);border:var(--bs-pagination-border-width) solid var(--bs-pagination-border-color);transition:color .15s ease-in-out,background-color .15s ease-in-out,border-color .15s ease-in-out,box-shadow .15s ease-in-out}@media(prefers-reduced-motion: reduce){.page-link{transition:none}}.page-link:hover{z-index:2;color:var(--bs-pagination-hover-color);background-color:var(--bs-pagination-hover-bg);border-color:var(--bs-pagination-hover-border-color)}.page-link:focus{z-index:3;color:var(--bs-pagination-focus-color);background-color:var(--bs-pagination-focus-bg);outline:0;box-shadow:var(--bs-pagination-focus-box-shadow)}.page-link.active,.active>.page-link{z-index:3;color:var(--bs-pagination-active-color);background-color:var(--bs-pagination-active-bg);border-color:var(--bs-pagination-active-border-color)}.page-link.disabled,.disabled>.page-link{color:var(--bs-pagination-disabled-color);pointer-events:none;background-color:var(--bs-pagination-disabled-bg);border-color:var(--bs-pagination-disabled-border-color)}.page-item:not(:first-child) .page-link{margin-left:calc(var(--bs-border-width) * -1)}.page-item:first-child .page-link{border-top-left-radius:var(--bs-pagination-border-radius);border-bottom-left-radius:var(--bs-pagination-border-radius)}.page-item:last-child .page-link{border-top-right-radius:var(--bs-pagination-border-radius);border-bottom-right-radius:var(--bs-pagination-border-radius)}.pagination-lg{--bs-pagination-padding-x: 1.5rem;--bs-pagination-padding-y: 0.75rem;--bs-pagination-font-size:1.25rem;--bs-pagination-border-radius: var(--bs-border-radius-lg)}.pagination-sm{--bs-pagination-padding-x: 0.5rem;--bs-pagination-padding-y: 0.25rem;--bs-pagination-font-size:0.875rem;--bs-pagination-border-radius: var(--bs-border-radius-sm)}.badge{--bs-badge-padding-x: 0.65em;--bs-badge-padding-y: 0.35em;--bs-badge-font-size:0.75em;--bs-badge-font-weight: 700;--bs-badge-color: #fff;--bs-badge-border-radius: var(--bs-border-radius);display:inline-block;padding:var(--bs-badge-padding-y) var(--bs-badge-padding-x);font-size:var(--bs-badge-font-size);font-weight:var(--bs-badge-font-weight);line-height:1;color:var(--bs-badge-color);text-align:center;white-space:nowrap;vertical-align:baseline;border-radius:var(--bs-badge-border-radius)}.badge:empty{display:none}.btn .badge{position:relative;top:-1px}.alert{--bs-alert-bg: transparent;--bs-alert-padding-x: 1rem;--bs-alert-padding-y: 1rem;--bs-alert-margin-bottom: 1rem;--bs-alert-color: inherit;--bs-alert-border-color: transparent;--bs-alert-border: var(--bs-border-width) solid var(--bs-alert-border-color);--bs-alert-border-radius: var(--bs-border-radius);--bs-alert-link-color: inherit;position:relative;padding:var(--bs-alert-padding-y) var(--bs-alert-padding-x);margin-bottom:var(--bs-alert-margin-bottom);color:var(--bs-alert-color);background-color:var(--bs-alert-bg);border:var(--bs-alert-border);border-radius:var(--bs-alert-border-radius)}.alert-heading{color:inherit}.alert-link{font-weight:700;color:var(--bs-alert-link-color)}.alert-dismissible{padding-right:3rem}.alert-dismissible .btn-close{position:absolute;top:0;right:0;z-index:2;padding:1.25rem 1rem}.alert-primary{--bs-alert-color: var(--bs-primary-text-emphasis);--bs-alert-bg: var(--bs-primary-bg-subtle);--bs-alert-border-color: var(--bs-primary-border-subtle);--bs-alert-link-color: var(--bs-primary-text-emphasis)}.alert-secondary{--bs-alert-color: var(--bs-secondary-text-emphasis);--bs-alert-bg: var(--bs-secondary-bg-subtle);--bs-alert-border-color: var(--bs-secondary-border-subtle);--bs-alert-link-color: var(--bs-secondary-text-emphasis)}.alert-success{--bs-alert-color: var(--bs-success-text-emphasis);--bs-alert-bg: var(--bs-success-bg-subtle);--bs-alert-border-color: var(--bs-success-border-subtle);--bs-alert-link-color: var(--bs-success-text-emphasis)}.alert-info{--bs-alert-color: var(--bs-info-text-emphasis);--bs-alert-bg: var(--bs-info-bg-subtle);--bs-alert-border-color: var(--bs-info-border-subtle);--bs-alert-link-color: var(--bs-info-text-emphasis)}.alert-warning{--bs-alert-color: var(--bs-warning-text-emphasis);--bs-alert-bg: var(--bs-warning-bg-subtle);--bs-alert-border-color: var(--bs-warning-border-subtle);--bs-alert-link-color: var(--bs-warning-text-emphasis)}.alert-danger{--bs-alert-color: var(--bs-danger-text-emphasis);--bs-alert-bg: var(--bs-danger-bg-subtle);--bs-alert-border-color: var(--bs-danger-border-subtle);--bs-alert-link-color: var(--bs-danger-text-emphasis)}.alert-light{--bs-alert-color: var(--bs-light-text-emphasis);--bs-alert-bg: var(--bs-light-bg-subtle);--bs-alert-border-color: var(--bs-light-border-subtle);--bs-alert-link-color: var(--bs-light-text-emphasis)}.alert-dark{--bs-alert-color: var(--bs-dark-text-emphasis);--bs-alert-bg: var(--bs-dark-bg-subtle);--bs-alert-border-color: var(--bs-dark-border-subtle);--bs-alert-link-color: var(--bs-dark-text-emphasis)}@keyframes progress-bar-stripes{0%{background-position-x:1rem}}.progress,.progress-stacked{--bs-progress-height: 1rem;--bs-progress-font-size:0.75rem;--bs-progress-bg: var(--bs-secondary-bg);--bs-progress-border-radius: var(--bs-border-radius);--bs-progress-box-shadow: var(--bs-box-shadow-inset);--bs-progress-bar-color: #fff;--bs-progress-bar-bg: #0d6efd;--bs-progress-bar-transition: width 0.6s ease;display:flex;height:var(--bs-progress-height);overflow:hidden;font-size:var(--bs-progress-font-size);background-color:var(--bs-progress-bg);border-radius:var(--bs-progress-border-radius)}.progress-bar{display:flex;flex-direction:column;justify-content:center;overflow:hidden;color:var(--bs-progress-bar-color);text-align:center;white-space:nowrap;background-color:var(--bs-progress-bar-bg);transition:var(--bs-progress-bar-transition)}@media(prefers-reduced-motion: reduce){.progress-bar{transition:none}}.progress-bar-striped{background-image:linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-size:var(--bs-progress-height) var(--bs-progress-height)}.progress-stacked>.progress{overflow:visible}.progress-stacked>.progress>.progress-bar{width:100%}.progress-bar-animated{animation:1s linear infinite progress-bar-stripes}@media(prefers-reduced-motion: reduce){.progress-bar-animated{animation:none}}.list-group{--bs-list-group-color: var(--bs-body-color);--bs-list-group-bg: var(--bs-body-bg);--bs-list-group-border-color: var(--bs-border-color);--bs-list-group-border-width: var(--bs-border-width);--bs-list-group-border-radius: var(--bs-border-radius);--bs-list-group-item-padding-x: 1rem;--bs-list-group-item-padding-y: 0.5rem;--bs-list-group-action-color: var(--bs-secondary-color);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-tertiary-bg);--bs-list-group-action-active-color: var(--bs-body-color);--bs-list-group-action-active-bg: var(--bs-secondary-bg);--bs-list-group-disabled-color: var(--bs-secondary-color);--bs-list-group-disabled-bg: var(--bs-body-bg);--bs-list-group-active-color: #fff;--bs-list-group-active-bg: #0d6efd;--bs-list-group-active-border-color: #0d6efd;display:flex;flex-direction:column;padding-left:0;margin-bottom:0;border-radius:var(--bs-list-group-border-radius)}.list-group-numbered{list-style-type:none;counter-reset:section}.list-group-numbered>.list-group-item::before{content:counters(section, ".") ". ";counter-increment:section}.list-group-item-action{width:100%;color:var(--bs-list-group-action-color);text-align:inherit}.list-group-item-action:hover,.list-group-item-action:focus{z-index:1;color:var(--bs-list-group-action-hover-color);text-decoration:none;background-color:var(--bs-list-group-action-hover-bg)}.list-group-item-action:active{color:var(--bs-list-group-action-active-color);background-color:var(--bs-list-group-action-active-bg)}.list-group-item{position:relative;display:block;padding:var(--bs-list-group-item-padding-y) var(--bs-list-group-item-padding-x);color:var(--bs-list-group-color);text-decoration:none;background-color:var(--bs-list-group-bg);border:var(--bs-list-group-border-width) solid var(--bs-list-group-border-color)}.list-group-item:first-child{border-top-left-radius:inherit;border-top-right-radius:inherit}.list-group-item:last-child{border-bottom-right-radius:inherit;border-bottom-left-radius:inherit}.list-group-item.disabled,.list-group-item:disabled{color:var(--bs-list-group-disabled-color);pointer-events:none;background-color:var(--bs-list-group-disabled-bg)}.list-group-item.active{z-index:2;color:var(--bs-list-group-active-color);background-color:var(--bs-list-group-active-bg);border-color:var(--bs-list-group-active-border-color)}.list-group-item+.list-group-item{border-top-width:0}.list-group-item+.list-group-item.active{margin-top:calc(-1*var(--bs-list-group-border-width));border-top-width:var(--bs-list-group-border-width)}.list-group-horizontal{flex-direction:row}.list-group-horizontal>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal>.list-group-item.active{margin-top:0}.list-group-horizontal>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}@media(min-width: 576px){.list-group-horizontal-sm{flex-direction:row}.list-group-horizontal-sm>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-sm>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-sm>.list-group-item.active{margin-top:0}.list-group-horizontal-sm>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-sm>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 768px){.list-group-horizontal-md{flex-direction:row}.list-group-horizontal-md>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-md>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-md>.list-group-item.active{margin-top:0}.list-group-horizontal-md>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-md>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 992px){.list-group-horizontal-lg{flex-direction:row}.list-group-horizontal-lg>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-lg>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-lg>.list-group-item.active{margin-top:0}.list-group-horizontal-lg>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-lg>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 1200px){.list-group-horizontal-xl{flex-direction:row}.list-group-horizontal-xl>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-xl>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-xl>.list-group-item.active{margin-top:0}.list-group-horizontal-xl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xl>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 1400px){.list-group-horizontal-xxl{flex-direction:row}.list-group-horizontal-xxl>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-xxl>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-xxl>.list-group-item.active{margin-top:0}.list-group-horizontal-xxl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xxl>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}.list-group-flush{border-radius:0}.list-group-flush>.list-group-item{border-width:0 0 var(--bs-list-group-border-width)}.list-group-flush>.list-group-item:last-child{border-bottom-width:0}.list-group-item-primary{--bs-list-group-color: var(--bs-primary-text-emphasis);--bs-list-group-bg: var(--bs-primary-bg-subtle);--bs-list-group-border-color: var(--bs-primary-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-primary-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-primary-border-subtle);--bs-list-group-active-color: var(--bs-primary-bg-subtle);--bs-list-group-active-bg: var(--bs-primary-text-emphasis);--bs-list-group-active-border-color: var(--bs-primary-text-emphasis)}.list-group-item-secondary{--bs-list-group-color: var(--bs-secondary-text-emphasis);--bs-list-group-bg: var(--bs-secondary-bg-subtle);--bs-list-group-border-color: var(--bs-secondary-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-secondary-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-secondary-border-subtle);--bs-list-group-active-color: var(--bs-secondary-bg-subtle);--bs-list-group-active-bg: var(--bs-secondary-text-emphasis);--bs-list-group-active-border-color: var(--bs-secondary-text-emphasis)}.list-group-item-success{--bs-list-group-color: var(--bs-success-text-emphasis);--bs-list-group-bg: var(--bs-success-bg-subtle);--bs-list-group-border-color: var(--bs-success-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-success-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-success-border-subtle);--bs-list-group-active-color: var(--bs-success-bg-subtle);--bs-list-group-active-bg: var(--bs-success-text-emphasis);--bs-list-group-active-border-color: var(--bs-success-text-emphasis)}.list-group-item-info{--bs-list-group-color: var(--bs-info-text-emphasis);--bs-list-group-bg: var(--bs-info-bg-subtle);--bs-list-group-border-color: var(--bs-info-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-info-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-info-border-subtle);--bs-list-group-active-color: var(--bs-info-bg-subtle);--bs-list-group-active-bg: var(--bs-info-text-emphasis);--bs-list-group-active-border-color: var(--bs-info-text-emphasis)}.list-group-item-warning{--bs-list-group-color: var(--bs-warning-text-emphasis);--bs-list-group-bg: var(--bs-warning-bg-subtle);--bs-list-group-border-color: var(--bs-warning-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-warning-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-warning-border-subtle);--bs-list-group-active-color: var(--bs-warning-bg-subtle);--bs-list-group-active-bg: var(--bs-warning-text-emphasis);--bs-list-group-active-border-color: var(--bs-warning-text-emphasis)}.list-group-item-danger{--bs-list-group-color: var(--bs-danger-text-emphasis);--bs-list-group-bg: var(--bs-danger-bg-subtle);--bs-list-group-border-color: var(--bs-danger-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-danger-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-danger-border-subtle);--bs-list-group-active-color: var(--bs-danger-bg-subtle);--bs-list-group-active-bg: var(--bs-danger-text-emphasis);--bs-list-group-active-border-color: var(--bs-danger-text-emphasis)}.list-group-item-light{--bs-list-group-color: var(--bs-light-text-emphasis);--bs-list-group-bg: var(--bs-light-bg-subtle);--bs-list-group-border-color: var(--bs-light-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-light-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-light-border-subtle);--bs-list-group-active-color: var(--bs-light-bg-subtle);--bs-list-group-active-bg: var(--bs-light-text-emphasis);--bs-list-group-active-border-color: var(--bs-light-text-emphasis)}.list-group-item-dark{--bs-list-group-color: var(--bs-dark-text-emphasis);--bs-list-group-bg: var(--bs-dark-bg-subtle);--bs-list-group-border-color: var(--bs-dark-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-dark-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-dark-border-subtle);--bs-list-group-active-color: var(--bs-dark-bg-subtle);--bs-list-group-active-bg: var(--bs-dark-text-emphasis);--bs-list-group-active-border-color: var(--bs-dark-text-emphasis)}.btn-close{--bs-btn-close-color: #000;--bs-btn-close-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23000'%3e%3cpath d='M.293.293a1 1 0 0 1 1.414 0L8 6.586 14.293.293a1 1 0 1 1 1.414 1.414L9.414 8l6.293 6.293a1 1 0 0 1-1.414 1.414L8 9.414l-6.293 6.293a1 1 0 0 1-1.414-1.414L6.586 8 .293 1.707a1 1 0 0 1 0-1.414z'/%3e%3c/svg%3e");--bs-btn-close-opacity: 0.5;--bs-btn-close-hover-opacity: 0.75;--bs-btn-close-focus-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);--bs-btn-close-focus-opacity: 1;--bs-btn-close-disabled-opacity: 0.25;--bs-btn-close-white-filter: invert(1) grayscale(100%) brightness(200%);box-sizing:content-box;width:1em;height:1em;padding:.25em .25em;color:var(--bs-btn-close-color);background:rgba(0,0,0,0) var(--bs-btn-close-bg) center/1em auto no-repeat;border:0;border-radius:.375rem;opacity:var(--bs-btn-close-opacity)}.btn-close:hover{color:var(--bs-btn-close-color);text-decoration:none;opacity:var(--bs-btn-close-hover-opacity)}.btn-close:focus{outline:0;box-shadow:var(--bs-btn-close-focus-shadow);opacity:var(--bs-btn-close-focus-opacity)}.btn-close:disabled,.btn-close.disabled{pointer-events:none;user-select:none;opacity:var(--bs-btn-close-disabled-opacity)}.btn-close-white{filter:var(--bs-btn-close-white-filter)}[data-bs-theme=dark] .btn-close{filter:var(--bs-btn-close-white-filter)}.toast{--bs-toast-zindex: 1090;--bs-toast-padding-x: 0.75rem;--bs-toast-padding-y: 0.5rem;--bs-toast-spacing: 1.5rem;--bs-toast-max-width: 350px;--bs-toast-font-size:0.875rem;--bs-toast-color: ;--bs-toast-bg: rgba(var(--bs-body-bg-rgb), 0.85);--bs-toast-border-width: var(--bs-border-width);--bs-toast-border-color: var(--bs-border-color-translucent);--bs-toast-border-radius: var(--bs-border-radius);--bs-toast-box-shadow: var(--bs-box-shadow);--bs-toast-header-color: var(--bs-secondary-color);--bs-toast-header-bg: rgba(var(--bs-body-bg-rgb), 0.85);--bs-toast-header-border-color: var(--bs-border-color-translucent);width:var(--bs-toast-max-width);max-width:100%;font-size:var(--bs-toast-font-size);color:var(--bs-toast-color);pointer-events:auto;background-color:var(--bs-toast-bg);background-clip:padding-box;border:var(--bs-toast-border-width) solid var(--bs-toast-border-color);box-shadow:var(--bs-toast-box-shadow);border-radius:var(--bs-toast-border-radius)}.toast.showing{opacity:0}.toast:not(.show){display:none}.toast-container{--bs-toast-zindex: 1090;position:absolute;z-index:var(--bs-toast-zindex);width:max-content;max-width:100%;pointer-events:none}.toast-container>:not(:last-child){margin-bottom:var(--bs-toast-spacing)}.toast-header{display:flex;align-items:center;padding:var(--bs-toast-padding-y) var(--bs-toast-padding-x);color:var(--bs-toast-header-color);background-color:var(--bs-toast-header-bg);background-clip:padding-box;border-bottom:var(--bs-toast-border-width) solid var(--bs-toast-header-border-color);border-top-left-radius:calc(var(--bs-toast-border-radius) - var(--bs-toast-border-width));border-top-right-radius:calc(var(--bs-toast-border-radius) - var(--bs-toast-border-width))}.toast-header .btn-close{margin-right:calc(-0.5*var(--bs-toast-padding-x));margin-left:var(--bs-toast-padding-x)}.toast-body{padding:var(--bs-toast-padding-x);word-wrap:break-word}.modal{--bs-modal-zindex: 1055;--bs-modal-width: 500px;--bs-modal-padding: 1rem;--bs-modal-margin: 0.5rem;--bs-modal-color: ;--bs-modal-bg: var(--bs-body-bg);--bs-modal-border-color: var(--bs-border-color-translucent);--bs-modal-border-width: var(--bs-border-width);--bs-modal-border-radius: var(--bs-border-radius-lg);--bs-modal-box-shadow: var(--bs-box-shadow-sm);--bs-modal-inner-border-radius: calc(var(--bs-border-radius-lg) - (var(--bs-border-width)));--bs-modal-header-padding-x: 1rem;--bs-modal-header-padding-y: 1rem;--bs-modal-header-padding: 1rem 1rem;--bs-modal-header-border-color: var(--bs-border-color);--bs-modal-header-border-width: var(--bs-border-width);--bs-modal-title-line-height: 1.5;--bs-modal-footer-gap: 0.5rem;--bs-modal-footer-bg: ;--bs-modal-footer-border-color: var(--bs-border-color);--bs-modal-footer-border-width: var(--bs-border-width);position:fixed;top:0;left:0;z-index:var(--bs-modal-zindex);display:none;width:100%;height:100%;overflow-x:hidden;overflow-y:auto;outline:0}.modal-dialog{position:relative;width:auto;margin:var(--bs-modal-margin);pointer-events:none}.modal.fade .modal-dialog{transition:transform .3s ease-out;transform:translate(0, -50px)}@media(prefers-reduced-motion: reduce){.modal.fade .modal-dialog{transition:none}}.modal.show .modal-dialog{transform:none}.modal.modal-static 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diff --git a/assets/styles.css.map b/assets/styles.css.map
index 20331e4b..8bfaddeb 100644
--- a/assets/styles.css.map
+++ b/assets/styles.css.map
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+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
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                 </div>
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-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -298,8 +298,7 @@ <h1>Discussion</h1>
         </div>
 
         
-<section><h2 class="section-heading" id="proposed-episode-on-database-design">Proposed Episode on Database Design<a class="anchor" aria-label="anchor" href="#proposed-episode-on-database-design"></a>
-<a class="anchor" aria-label="anchor" href="#proposed-episode-on-database-design"></a></h2>
+<section><h2 class="section-heading" id="proposed-episode-on-database-design">Proposed Episode on Database Design<a class="anchor" aria-label="anchor" href="#proposed-episode-on-database-design"></a></h2>
 <hr class="half-width"><div class="section level3">
 <h3 id="q-a-on-database-design-review-if-time">Q &amp; A on Database Design (review if time)<a class="anchor" aria-label="anchor" href="#q-a-on-database-design-review-if-time"></a></h3>
 <ol style="list-style-type: decimal"><li>Order doesn’t matter</li>
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diff --git a/images.html b/images.html
index 77864018..6fd91fb8 100644
--- a/images.html
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@@ -286,10 +286,10 @@ <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">
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                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
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@@ -313,7 +313,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </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>
 
 
@@ -371,7 +371,7 @@ <h3 id="03-sql-joins-figure-1">Figure 1</h3>
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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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diff --git a/index.html b/index.html
index a68c500a..ea692a38 100644
--- a/index.html
+++ b/index.html
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               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
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@@ -267,7 +267,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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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">
@@ -311,8 +311,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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 <div id="getting-started" class="callout-inner">
-<h3 class="callout-title">Getting Started<a class="anchor" aria-label="anchor" href="#getting-started"></a>
-</h3>
+<h3 class="callout-title">Getting Started</h3>
 <div class="callout-content">
 <p>Data Carpentry’s teaching is hands-on, so participants are encouraged
 to use their own computers to insure the proper setup of tools for an
@@ -338,8 +337,7 @@ <h4 id="prerequisites">Prerequisites<a class="anchor" aria-label="anchor" href="
 <i class="callout-icon" data-feather="check"></i>
 </div>
 <div id="for-instructors" class="callout-inner">
-<h3 class="callout-title">For Instructors<a class="anchor" aria-label="anchor" href="#for-instructors"></a>
-</h3>
+<h3 class="callout-title">For Instructors</h3>
 <div class="callout-content">
 <p>If you are teaching this lesson in a workshop, please see the <a href="instructor-notes.html">Instructor notes</a>.</p>
 </div>
@@ -347,15 +345,13 @@ <h3 class="callout-title">For Instructors<a class="anchor" aria-label="anchor" h
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-<a class="anchor" aria-label="anchor" href="#setup"></a></h2>
+      <section id="setup"><section><h2 class="section-heading" id="setup">Setup<a class="anchor" aria-label="anchor" href="#setup"></a></h2>
 <hr class="half-width"><div id="data" class="callout prereq">
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 </div>
 <div id="data" class="callout-inner">
-<h3 class="callout-title">Data<a class="anchor" aria-label="anchor" href="#data"></a>
-</h3>
+<h3 class="callout-title">Data</h3>
 <div class="callout-content">
 <p>This lesson uses specific data files from the <a href="https://figshare.com/articles/Portal_Project_Teaching_Database/1314459" class="external-link">Portal
 Project Teaching Database</a>. To get the data, go to the <a href="https://figshare.com/articles/Portal_Project_Teaching_Database/1314459" class="external-link">data
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 </div>
 <div id="software" class="callout-inner">
-<h3 class="callout-title">Software<a class="anchor" aria-label="anchor" href="#software"></a>
-</h3>
+<h3 class="callout-title">Software</h3>
 <div class="callout-content">
 <p>Download <strong>DB Browser for SQLite</strong> for your operating
 system from <a href="https://sqlitebrowser.org/dl/" class="external-link">https://sqlitebrowser.org/dl/</a>.
@@ -401,8 +396,7 @@ <h3 class="callout-title">Software<a class="anchor" aria-label="anchor" href="#s
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-<h3 class="callout-title">Am I ready?<a class="anchor" aria-label="anchor" href="#am-i-ready"></a>
-</h3>
+<h3 class="callout-title">Am I ready?</h3>
 <div class="callout-content">
 <p>The <a href="00-sql-introduction.html">first lesson episode</a> has
 instructions on loading the data in DB Browser. To test your setup, you
@@ -439,7 +433,7 @@ <h3 class="callout-title">Am I ready?<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">
@@ -461,8 +455,8 @@ <h3 class="callout-title">Am I ready?<a class="anchor" aria-label="anchor" href=
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diff --git a/instructor-notes.html b/instructor-notes.html
index 9599ff94..5a541092 100644
--- a/instructor-notes.html
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@@ -286,10 +286,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
             </div>
 
             <hr class="half-width">
-<div class="accordion accordion-flush resources" id="accordionFlush12">
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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>
 
 
@@ -339,7 +339,6 @@ <h1>Instructor Notes</h1>
         
 
 <section><h2 class="section-heading" id="learning-objectives">Learning objectives<a class="anchor" aria-label="anchor" href="#learning-objectives"></a>
-<a class="anchor" aria-label="anchor" href="#learning-objectives"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -349,7 +348,6 @@ <h1>Instructor Notes</h1>
 <li>Use aggregate functions to combine data</li>
 <li>Perform queries across tables</li>
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-<a class="anchor" aria-label="anchor" href="#data"></a>
 </h2>
 <hr class="half-width">
 <p>As for all of the <a href="https://github.com/datacarpentry?utf8=%E2%9C%93&amp;query=ecology" class="external-link">Data
@@ -363,7 +361,6 @@ <h1>Instructor Notes</h1>
 file that rudely explodes all of the files into your current
 directory.</p>
 </section><section><h2 class="section-heading" id="motivation-and-framing">Motivation and Framing<a class="anchor" aria-label="anchor" href="#motivation-and-framing"></a>
-<a class="anchor" aria-label="anchor" href="#motivation-and-framing"></a>
 </h2>
 <hr class="half-width">
 <p>See this slide deck as a sample intro for the lesson: <a href="https://speakerdeck.com/christinalk/data-carpentry-sql-introduction" class="external-link">SQL
@@ -380,7 +377,6 @@ <h1>Instructor Notes</h1>
 visualization), it can be helpful to identify that you’re now somewhere
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 </section><section><h2 class="section-heading" id="common-difficult-concepts">Common Difficult Concepts<a class="anchor" aria-label="anchor" href="#common-difficult-concepts"></a>
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 </h2>
 <hr class="half-width">
 <ul>
@@ -406,7 +402,6 @@ <h1>Instructor Notes</h1>
 <li>How NULLs behave in different circumstances (when did a NULL change
 your result and how do you know?)</li>
 </ul></section><section><h2 class="section-heading" id="lesson-outline">Lesson outline<a class="anchor" aria-label="anchor" href="#lesson-outline"></a>
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 </h2>
 <hr class="half-width">
 <div class="section level3">
@@ -465,7 +460,6 @@ <h3 id="sql-joins-aliases">03-sql-joins-aliases<a class="anchor" aria-label="anc
 </ul>
 </div>
 </section><section><h2 class="section-heading" id="alternative-activities">Alternative activities<a class="anchor" aria-label="anchor" href="#alternative-activities"></a>
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 </h2>
 <hr class="half-width">
 <div class="section level3">
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 </div>
 </section><section><h2 class="section-heading" id="exercise-solutions">Exercise Solutions<a class="anchor" aria-label="anchor" href="#exercise-solutions"></a>
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 </h2>
 <hr class="half-width">
 <div class="section level5">
@@ -708,7 +701,7 @@ <h5 id="warning">WARNING<a class="anchor" aria-label="anchor" href="#warning"></
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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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index 5b352372..38952c07 100644
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+++ b/instructor/00-sql-introduction.html
@@ -245,10 +245,10 @@ <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>
             </div>
-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -346,8 +346,7 @@ <h3 id="setup">Setup<a class="anchor" aria-label="anchor" href="#setup"></a></h3
 Project dataset</a> throughout this lesson. See <a href="index.html#setup">Setup</a> for instructions on how to download the
 data, and also how to install DB Browser for SQLite.</p>
 </div>
-<section><h2 class="section-heading" id="motivation">Motivation<a class="anchor" aria-label="anchor" href="#motivation"></a>
-<a class="anchor" aria-label="anchor" href="#motivation"></a></h2>
+<section><h2 class="section-heading" id="motivation">Motivation<a class="anchor" aria-label="anchor" href="#motivation"></a></h2>
 <hr class="half-width"><p>To start, let’s orient ourselves in our project workflow. Previously,
 we used Excel and OpenRefine to go from messy, human created data to
 cleaned, computer-readable data. Now we’re going to move to the next
@@ -385,8 +384,7 @@ <h3 id="questions">Questions<a class="anchor" aria-label="anchor" href="#questio
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="challenge" class="callout-inner">
-<h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#challenge"></a>
-</h3>
+<h3 class="callout-title">Challenge</h3>
 <div class="callout-content">
 <p>Open each of these csv files and explore them. What information is
 contained in each file? Specifically, if I had the following research
@@ -425,7 +423,7 @@ <h3 id="goals">Goals<a class="anchor" aria-label="anchor" href="#goals"></a></h3
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="definition-relational-database" class="callout-inner">
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+<h3 class="callout-title">Definition: <em>Relational Database</em>
 </h3>
 <div class="callout-content">
 <p>A relational database stores data in <em>relations</em> made up of
@@ -439,8 +437,7 @@ <h3 class="callout-title">Definition: <em>Relational Database</em><a class="anch
 </div>
 </div>
 </div>
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-<a class="anchor" aria-label="anchor" href="#databases"></a></h2>
+</section><section><h2 class="section-heading" id="databases">Databases<a class="anchor" aria-label="anchor" href="#databases"></a></h2>
 <hr class="half-width"><div class="section level3">
 <h3 id="why-use-relational-databases">Why use relational databases<a class="anchor" aria-label="anchor" href="#why-use-relational-databases"></a></h3>
 <p>Using a relational database serves several purposes.</p>
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 </div>
 <div id="challenge-1" class="callout-inner">
-<h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#challenge-1"></a>
-</h3>
+<h3 class="callout-title">Challenge</h3>
 <div class="callout-content">
 <ul><li>Import the <code>plots</code> and <code>species</code> tables</li>
 </ul></div>
@@ -753,8 +749,7 @@ <h3 id="datatypediffs">SQL Data Type Quick Reference<a class="anchor" aria-label
 <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>SQL allows us to select and group subsets of data, do math and other
 calculations, and combine data.</li>
@@ -802,7 +797,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
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   "dateCreated": "2015-02-10",
   "dateModified": "2024-06-03",
-  "datePublished": "2024-08-20"
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diff --git a/instructor/01-sql-basic-queries.html b/instructor/01-sql-basic-queries.html
index b303adad..cf7fd665 100644
--- a/instructor/01-sql-basic-queries.html
+++ b/instructor/01-sql-basic-queries.html
@@ -248,10 +248,10 @@ <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="../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">
@@ -339,8 +339,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="writing-my-first-query">Writing my first query<a class="anchor" aria-label="anchor" href="#writing-my-first-query"></a>
-<a class="anchor" aria-label="anchor" href="#writing-my-first-query"></a></h2>
+<section><h2 class="section-heading" id="writing-my-first-query">Writing my first query<a class="anchor" aria-label="anchor" href="#writing-my-first-query"></a></h2>
 <hr class="half-width"><p>Let’s start by using the <strong>surveys</strong> table. Here we have
 data on every individual that was captured at the site, including when
 they were captured, what plot they were captured on, their species ID,
@@ -440,8 +439,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge" class="callout-inner">
-<h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#challenge"></a>
-</h3>
+<h3 class="callout-title">Challenge</h3>
 <div class="callout-content">
 <ul><li>Write a query that returns the year, month, day, species_id and
 weight in mg.</li>
@@ -453,7 +451,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb9">
 <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -466,8 +464,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="filtering">Filtering<a class="anchor" aria-label="anchor" href="#filtering"></a>
-<a class="anchor" aria-label="anchor" href="#filtering"></a></h2>
+</section><section><h2 class="section-heading" id="filtering">Filtering<a class="anchor" aria-label="anchor" href="#filtering"></a></h2>
 <hr class="half-width"><p>Databases can also filter data – selecting only the data meeting
 certain criteria. For example, let’s say we only want data for the
 species <em>Dipodomys merriami</em>, which has a species code of DM. We
@@ -517,8 +514,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge-1" class="callout-inner">
-<h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#challenge-1"></a>
-</h3>
+<h3 class="callout-title">Challenge</h3>
 <div class="callout-content">
 <ul><li>Produce a table listing the data for all individuals in Plot 1 that
 weighed more than 75 grams, telling us the date, species id code, and
@@ -531,7 +527,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb14">
 <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -544,8 +540,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="building-more-complex-queries">Building more complex queries<a class="anchor" aria-label="anchor" href="#building-more-complex-queries"></a>
-<a class="anchor" aria-label="anchor" href="#building-more-complex-queries"></a></h2>
+</section><section><h2 class="section-heading" id="building-more-complex-queries">Building more complex queries<a class="anchor" aria-label="anchor" href="#building-more-complex-queries"></a></h2>
 <hr class="half-width"><p>Now, let’s combine the above queries to get data for the 3
 <em>Dipodomys</em> species from the year 2000 on. This time, let’s use
 IN as one way to make the query easier to understand. It is equivalent
@@ -583,8 +578,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <p>Although SQL queries often read like plain English, it is
 <em>always</em> useful to add comments; this is especially true of more
 complex queries.</p>
-</section><section><h2 class="section-heading" id="sorting">Sorting<a class="anchor" aria-label="anchor" href="#sorting"></a>
-<a class="anchor" aria-label="anchor" href="#sorting"></a></h2>
+</section><section><h2 class="section-heading" id="sorting">Sorting<a class="anchor" aria-label="anchor" href="#sorting"></a></h2>
 <hr class="half-width"><p>We can also sort the results of our queries by using
 <code>ORDER BY</code>. For simplicity, let’s go back to the
 <strong>species</strong> table and alphabetize it by taxa.</p>
@@ -631,8 +625,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge-2" class="callout-inner">
-<h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#challenge-2"></a>
-</h3>
+<h3 class="callout-title">Challenge</h3>
 <div class="callout-content">
 <ul><li>Write a query that returns year, species_id, and weight in kg from
 the surveys table, sorted with the largest weights at the top.</li>
@@ -644,7 +637,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb21">
 <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -657,8 +650,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="order-of-execution">Order of execution<a class="anchor" aria-label="anchor" href="#order-of-execution"></a>
-<a class="anchor" aria-label="anchor" href="#order-of-execution"></a></h2>
+</section><section><h2 class="section-heading" id="order-of-execution">Order of execution<a class="anchor" aria-label="anchor" href="#order-of-execution"></a></h2>
 <hr class="half-width"><p>Another note for ordering. We don’t actually have to display a column
 to sort by it. For example, let’s say we want to order the birds by
 their species ID, but we only want to see genus and species.</p>
@@ -683,8 +675,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="multiple-statements" class="callout-inner">
-<h3 class="callout-title">Multiple statements<a class="anchor" aria-label="anchor" href="#multiple-statements"></a>
-</h3>
+<h3 class="callout-title">Multiple statements</h3>
 <div class="callout-content">
 <p>It is possible to write a query as a single line, but for
 readability, we recommend to put each clause on its own line. The
@@ -698,8 +689,7 @@ <h3 class="callout-title">Multiple statements<a class="anchor" aria-label="ancho
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge-3" class="callout-inner">
-<h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#challenge-3"></a>
-</h3>
+<h3 class="callout-title">Challenge</h3>
 <div class="callout-content">
 <ul><li>Let’s try to combine what we’ve learned so far in a single query.
 Using the surveys table, write a query to display the three date fields,
@@ -716,7 +706,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb23">
 <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -735,8 +725,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <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 useful to apply conventions when writing SQL queries to aid
 readability.</li>
@@ -785,7 +774,7 @@ <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">
@@ -808,7 +797,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/sql-ecology-lesson/instructor/01-sql-basic-queries.html",
   "dateCreated": "2015-02-10",
   "dateModified": "2023-04-21",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/02-sql-aggregation.html b/instructor/02-sql-aggregation.html
index 38198edc..79e16af7 100644
--- a/instructor/02-sql-aggregation.html
+++ b/instructor/02-sql-aggregation.html
@@ -249,10 +249,10 @@ <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>
@@ -272,7 +272,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -346,8 +346,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="count-and-group-by">COUNT and GROUP BY<a class="anchor" aria-label="anchor" href="#count-and-group-by"></a>
-<a class="anchor" aria-label="anchor" href="#count-and-group-by"></a></h2>
+<section><h2 class="section-heading" id="count-and-group-by">COUNT and GROUP BY<a class="anchor" aria-label="anchor" href="#count-and-group-by"></a></h2>
 <hr class="half-width"><p>Aggregation allows us to combine results by grouping records based on
 value. It is also useful for calculating combined values in groups.</p>
 <p>Let’s go to the surveys table and find out how many individuals there
@@ -382,8 +381,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge" class="callout-inner">
-<h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#challenge"></a>
-</h3>
+<h3 class="callout-title">Challenge</h3>
 <div class="callout-content">
 <p>Write a query that returns: the total weight, average weight, minimum
 and maximum weights for all animals caught over the duration of the
@@ -397,7 +395,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb4">
 <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -432,8 +430,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge-1" class="callout-inner">
-<h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#challenge-1"></a>
-</h3>
+<h3 class="callout-title">Challenge</h3>
 <div class="callout-content">
 <p>Write queries that return:</p>
 <ol style="list-style-type: decimal"><li>How many individuals were counted in each year in total</li>
@@ -448,7 +445,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <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"> Solution of 1 </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb6">
 <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -466,7 +463,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <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"> Solution of 2 and 3 </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb7">
 <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -479,8 +476,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="ordering-aggregated-results">Ordering Aggregated Results<a class="anchor" aria-label="anchor" href="#ordering-aggregated-results"></a>
-<a class="anchor" aria-label="anchor" href="#ordering-aggregated-results"></a></h2>
+</section><section><h2 class="section-heading" id="ordering-aggregated-results">Ordering Aggregated Results<a class="anchor" aria-label="anchor" href="#ordering-aggregated-results"></a></h2>
 <hr class="half-width"><p>We can order the results of our aggregation by a specific column,
 including the aggregated column. Let’s count the number of individuals
 of each species captured, ordered by the count:</p>
@@ -492,8 +488,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <span id="cb8-3"><a href="#cb8-3" tabindex="-1"></a><span class="kw">GROUP</span> <span class="kw">BY</span> species_id</span>
 <span id="cb8-4"><a href="#cb8-4" tabindex="-1"></a><span class="kw">ORDER</span> <span class="kw">BY</span> <span class="fu">COUNT</span>(species_id);</span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="aliases">Aliases<a class="anchor" aria-label="anchor" href="#aliases"></a>
-<a class="anchor" aria-label="anchor" href="#aliases"></a></h2>
+</section><section><h2 class="section-heading" id="aliases">Aliases<a class="anchor" aria-label="anchor" href="#aliases"></a></h2>
 <hr class="half-width"><p>As queries get more complex, the expressions we use can get long and
 unwieldy. To help make things clearer in the query and in its output, we
 can use aliases to assign new names to things in the query.</p>
@@ -531,8 +526,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 </div>
 <p>Aliasing table names can be helpful when working with queries that
 involve multiple tables; you will learn more about this later.</p>
-</section><section><h2 class="section-heading" id="the-having-keyword">The <code>HAVING</code> keyword<a class="anchor" aria-label="anchor" href="#the-having-keyword"></a>
-<a class="anchor" aria-label="anchor" href="#the-having-keyword"></a></h2>
+</section><section><h2 class="section-heading" id="the-having-keyword">The <code>HAVING</code> keyword<a class="anchor" aria-label="anchor" href="#the-having-keyword"></a></h2>
 <hr class="half-width"><p>In the previous episode, we have seen the keyword <code>WHERE</code>,
 allowing to filter the results according to some criteria. SQL offers a
 mechanism to filter the results based on <strong>aggregate
@@ -574,8 +568,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge-2" class="callout-inner">
-<h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#challenge-2"></a>
-</h3>
+<h3 class="callout-title">Challenge</h3>
 <div class="callout-content">
 <p>Write a query that returns, from the <code>species</code> table, the
 number of <code>species</code> in each <code>taxa</code>, only for the
@@ -588,7 +581,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb15">
 <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -602,8 +595,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="saving-queries-for-future-use">Saving Queries for Future Use<a class="anchor" aria-label="anchor" href="#saving-queries-for-future-use"></a>
-<a class="anchor" aria-label="anchor" href="#saving-queries-for-future-use"></a></h2>
+</section><section><h2 class="section-heading" id="saving-queries-for-future-use">Saving Queries for Future Use<a class="anchor" aria-label="anchor" href="#saving-queries-for-future-use"></a></h2>
 <hr class="half-width"><p>It is not uncommon to repeat the same operation more than once, for
 example for monitoring or reporting purposes. SQL comes with a very
 powerful mechanism to do this by creating views. Views are a form of
@@ -642,8 +634,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <span id="cb18-2"><a href="#cb18-2" tabindex="-1"></a><span class="kw">FROM</span> summer_2000</span>
 <span id="cb18-3"><a href="#cb18-3" tabindex="-1"></a><span class="kw">WHERE</span> species_id <span class="op">=</span> <span class="st">'PE'</span>;</span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="what-about-null">What About NULL?<a class="anchor" aria-label="anchor" href="#what-about-null"></a>
-<a class="anchor" aria-label="anchor" href="#what-about-null"></a></h2>
+</section><section><h2 class="section-heading" id="what-about-null">What About NULL?<a class="anchor" aria-label="anchor" href="#what-about-null"></a></h2>
 <hr class="half-width"><p>From the last example, there should only be five records. If you look
 at the <code>weight</code> column, it’s easy to see what the average
 weight would be. If we use SQL to find the average weight, SQL behaves
@@ -723,8 +714,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Use the <code>GROUP BY</code> keyword to aggregate data.</li>
 <li>Functions like <code>MIN</code>, <code>MAX</code>, <code>AVG</code>,
@@ -775,7 +765,7 @@ <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">
@@ -798,7 +788,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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   "dateCreated": "2015-02-10",
   "dateModified": "2023-04-21",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
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diff --git a/instructor/03-sql-joins.html b/instructor/03-sql-joins.html
index 37f1e37e..4686c0d0 100644
--- a/instructor/03-sql-joins.html
+++ b/instructor/03-sql-joins.html
@@ -246,10 +246,10 @@ <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">
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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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-            <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 @@ <h3 class="card-title">Objectives</h3>
 </div>
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-<a class="anchor" aria-label="anchor" href="#joins"></a></h2>
+<section><h2 class="section-heading" id="joins">Joins<a class="anchor" aria-label="anchor" href="#joins"></a></h2>
 <hr class="half-width"><p>To combine data from two tables we use an SQL <code>JOIN</code>
 clause, which comes after the <code>FROM</code> clause.</p>
 <p>Database tables are used to organize and group data by common
@@ -544,8 +543,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge" class="callout-inner">
-<h3 class="callout-title">Challenge:<a class="anchor" aria-label="anchor" href="#challenge"></a>
-</h3>
+<h3 class="callout-title">Challenge:</h3>
 <div class="callout-content">
 <ul><li>Write a query that returns the genus, the species name, and the
 weight of every individual captured at the site</li>
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+<h3 class="callout-title">Challenge:</h3>
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 <ul><li>Count the number of records in the <code>surveys</code> table that
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 <div id="challenge-3" class="callout-inner">
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-</h3>
+<h3 class="callout-title">Challenge:</h3>
 <div class="callout-content">
 <ul><li>Write a query that returns the number of animals caught of each
 genus in each plot. Order the results by plot number (ascending) and by
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 <div id="challenge-4" class="callout-inner">
-<h3 class="callout-title">Challenge:<a class="anchor" aria-label="anchor" href="#challenge-4"></a>
-</h3>
+<h3 class="callout-title">Challenge:</h3>
 <div class="callout-content">
 <ul><li>Write a query that finds the average weight of each rodent species
 (i.e., only include species with Rodent in the taxa field).</li>
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 </div>
 </div>
 </section><section><h2 class="section-heading" id="functions-coalesce-and-nullif-and-more">Functions <code>COALESCE</code> and <code>NULLIF</code> and
-more<a class="anchor" aria-label="anchor" href="#functions-coalesce-and-nullif-and-more"></a>
-<a class="anchor" aria-label="anchor" href="#functions-coalesce-and-nullif-and-more"></a></h2>
+more<a class="anchor" aria-label="anchor" href="#functions-coalesce-and-nullif-and-more"></a></h2>
 <hr class="half-width"><p>SQL includes numerous functions for manipulating data. You’ve already
 seen some of these being used for aggregation (<code>SUM</code> and
 <code>COUNT</code>) but there are functions that operate on individual
@@ -780,8 +773,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge-5" class="callout-inner">
-<h3 class="callout-title">Challenge:<a class="anchor" aria-label="anchor" href="#challenge-5"></a>
-</h3>
+<h3 class="callout-title">Challenge:</h3>
 <div class="callout-content">
 <ul><li>Write a query that returns 30 instead of <code>NULL</code> for
 values in the <code>hindfoot_length</code> column.</li>
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 </div>
 <div id="challenge-6" class="callout-inner">
-<h3 class="callout-title">Challenge:<a class="anchor" aria-label="anchor" href="#challenge-6"></a>
-</h3>
+<h3 class="callout-title">Challenge:</h3>
 <div class="callout-content">
 <ul><li>Write a query that calculates the average hind-foot length of each
 species, assuming that unknown lengths are 30 (as above).</li>
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 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge-7" class="callout-inner">
-<h3 class="callout-title">Challenge:<a class="anchor" aria-label="anchor" href="#challenge-7"></a>
-</h3>
+<h3 class="callout-title">Challenge:</h3>
 <div class="callout-content">
 <ul><li>Write a query that returns the number of animals caught of each
 genus in each plot, assuming that unknown species are all of the genus
@@ -947,8 +937,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge-8" class="callout-inner">
-<h3 class="callout-title">Challenge:<a class="anchor" aria-label="anchor" href="#challenge-8"></a>
-</h3>
+<h3 class="callout-title">Challenge:</h3>
 <div class="callout-content">
 <p>Write a query that returns genus names (no repeats), sorted from
 longest genus name down to shortest.</p>
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 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge-optional" class="callout-inner">
-<h3 class="callout-title">Challenge (optional):<a class="anchor" aria-label="anchor" href="#challenge-optional"></a>
-</h3>
+<h3 class="callout-title">Challenge (optional):</h3>
 <div class="callout-content">
 <p>SQL queries help us <em>ask</em> specific <em>questions</em> which we
 want to answer about our data. The real skill with SQL is to know how to
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 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Use a <code>JOIN</code> clause to combine data from two tables—the
 <code>ON</code> or <code>USING</code> keywords specify which columns
@@ -1149,7 +1136,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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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">
@@ -1172,7 +1159,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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   "dateCreated": "2015-02-10",
   "dateModified": "2024-06-03",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
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diff --git a/instructor/404.html b/instructor/404.html
index aea51e1a..c355c90b 100644
--- a/instructor/404.html
+++ b/instructor/404.html
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               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
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             </div>
-            <hr class="half-width resources"><a href="https://datacarpentry.github.io/sql-ecology-lesson/instructor/aio.html" class="external-link">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="https://datacarpentry.github.io/sql-ecology-lesson/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">
@@ -287,8 +287,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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         <h1>Page not found</h1>
         
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-<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>
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@@ -323,7 +322,7 @@ <h1>Page not found</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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@@ -345,8 +344,8 @@ <h1>Page not found</h1>
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   "dateCreated": "2015-02-10",
-  "dateModified": "2024-08-20",
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 }
 
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diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index 36b174e0..444d9a83 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
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               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
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                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -346,7 +346,7 @@ <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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@@ -369,7 +369,7 @@ <h1>Contributor Code of Conduct</h1>
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   "dateCreated": "2015-02-10",
   "dateModified": "2023-04-21",
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diff --git a/instructor/CONTRIBUTORS.html b/instructor/CONTRIBUTORS.html
index 9df5575f..2a551cb2 100644
--- a/instructor/CONTRIBUTORS.html
+++ b/instructor/CONTRIBUTORS.html
@@ -233,10 +233,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
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                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
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               </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">
@@ -308,8 +308,7 @@ <h1></h1>
 with the development and instruction of lessons by Karen Cranston,
 Hilmar Lapp, Tracy Teal and Ethan White and contributions from Deb Paul
 and Mike Smorul.</p>
-<section><h2 class="section-heading" id="data">Data<a class="anchor" aria-label="anchor" href="#data"></a>
-<a class="anchor" aria-label="anchor" href="#data"></a></h2>
+<section><h2 class="section-heading" id="data">Data<a class="anchor" aria-label="anchor" href="#data"></a></h2>
 <hr class="half-width"><p>Data is from the Portal Project Teaching Database by S. K. Morgan
 Ernest, Thomas J. Valone, James H. Brown, and Ethan P. White.</p>
 <p><a href="https://doi.org/10.6084/m9.figshare.1314459" class="external-link uri">https://doi.org/10.6084/m9.figshare.1314459</a></p>
@@ -318,8 +317,7 @@ <h1></h1>
 manipulation of a Chihuahuan Desert ecosystem near Portal, Arizona, USA.
 Ecology 90:1708.</p>
 <p><a href="https://esapubs.org/archive/ecol/E090/118/" class="external-link uri">https://esapubs.org/archive/ecol/E090/118/</a></p>
-</section><section><h2 class="section-heading" id="contributors">Contributors<a class="anchor" aria-label="anchor" href="#contributors"></a>
-<a class="anchor" aria-label="anchor" href="#contributors"></a></h2>
+</section><section><h2 class="section-heading" id="contributors">Contributors<a class="anchor" aria-label="anchor" href="#contributors"></a></h2>
 <hr class="half-width"><ul><li>Ethan White</li>
 <li>Greg Wilson</li>
 <li>Josh Herr</li>
@@ -361,7 +359,7 @@ <h1></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">
@@ -384,7 +382,7 @@ <h1></h1>
   "identifier": "https://datacarpentry.github.io/sql-ecology-lesson/instructor/CONTRIBUTORS.html",
   "dateCreated": "2015-02-10",
   "dateModified": "2023-04-21",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index 9bf6adca..8e3e0bfc 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -233,10 +233,10 @@ <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>
@@ -256,7 +256,7 @@ <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">
@@ -301,8 +301,7 @@ <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
@@ -335,8 +334,7 @@ <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>
@@ -356,8 +354,7 @@ <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>
@@ -397,7 +394,7 @@ <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">
@@ -420,7 +417,7 @@ <h1>Licenses</h1>
   "identifier": "https://datacarpentry.github.io/sql-ecology-lesson/instructor/LICENSE.html",
   "dateCreated": "2015-02-10",
   "dateModified": "2023-04-21",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/NEWS.html b/instructor/NEWS.html
index 624c8186..a81650c7 100644
--- a/instructor/NEWS.html
+++ b/instructor/NEWS.html
@@ -233,10 +233,10 @@ <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>
@@ -256,7 +256,7 @@ <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">
@@ -300,8 +300,7 @@ <h1></h1>
         </div>
 
         
-<section><h2 class="section-heading" id="data-carpentry-sql-ecology-lesson-2017-04-0">Data Carpentry SQL Ecology lesson 2017.04.0<a class="anchor" aria-label="anchor" href="#data-carpentry-sql-ecology-lesson-2017.04.0"></a>
-<a class="anchor" aria-label="anchor" href="#data-carpentry-sql-ecology-lesson-2017-04-0"></a></h2>
+<section><h2 class="section-heading" id="data-carpentry-sql-ecology-lesson-2017-04-0">Data Carpentry SQL Ecology lesson 2017.04.0<a class="anchor" aria-label="anchor" href="#data-carpentry-sql-ecology-lesson-2017-04-0"></a></h2>
 <hr class="half-width"><p>Initial release of the Data Carpentry SQL Ecology lesson</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">
@@ -339,7 +338,7 @@ <h1></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">
@@ -362,7 +361,7 @@ <h1></h1>
   "identifier": "https://datacarpentry.github.io/sql-ecology-lesson/instructor/NEWS.html",
   "dateCreated": "2015-02-10",
   "dateModified": "2023-04-21",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/aio.html b/instructor/aio.html
index 0a63e7fe..4706f8ab 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -287,10 +287,10 @@ <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>
@@ -315,7 +315,7 @@ <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>
 
 
@@ -387,7 +387,6 @@ <h3 id="setup">Setup<a class="anchor" aria-label="anchor" href="#setup"></a>
 data, and also how to install DB Browser for SQLite.</p>
 </div>
 <section><h2 class="section-heading" id="motivation">Motivation<a class="anchor" aria-label="anchor" href="#motivation"></a>
-<a class="anchor" aria-label="anchor" href="#motivation"></a>
 </h2>
 <hr class="half-width">
 <p>To start, let’s orient ourselves in our project workflow. Previously,
@@ -432,8 +431,7 @@ <h3 id="questions">Questions<a class="anchor" aria-label="anchor" href="#questio
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="challenge" class="callout-inner">
-<h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#challenge"></a>
-</h3>
+<h3 class="callout-title">Challenge</h3>
 <div class="callout-content">
 <p>Open each of these csv files and explore them. What information is
 contained in each file? Specifically, if I had the following research
@@ -477,7 +475,7 @@ <h3 id="goals">Goals<a class="anchor" aria-label="anchor" href="#goals"></a>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="definition-relational-database" class="callout-inner">
-<h3 class="callout-title">Definition: <em>Relational Database</em><a class="anchor" aria-label="anchor" href="#definition-relational-database"></a>
+<h3 class="callout-title">Definition: <em>Relational Database</em>
 </h3>
 <div class="callout-content">
 <p>A relational database stores data in <em>relations</em> made up of
@@ -492,7 +490,6 @@ <h3 class="callout-title">Definition: <em>Relational Database</em><a class="anch
 </div>
 </div>
 </section><section><h2 class="section-heading" id="databases">Databases<a class="anchor" aria-label="anchor" href="#databases"></a>
-<a class="anchor" aria-label="anchor" href="#databases"></a>
 </h2>
 <hr class="half-width">
 <div class="section level3">
@@ -732,8 +729,7 @@ <h3 id="import">Import<a class="anchor" aria-label="anchor" href="#import"></a>
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="challenge-1" class="callout-inner">
-<h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#challenge-1"></a>
-</h3>
+<h3 class="callout-title">Challenge</h3>
 <div class="callout-content">
 <ul>
 <li>Import the <code>plots</code> and <code>species</code> tables</li>
@@ -955,8 +951,7 @@ <h3 id="datatypediffs">SQL Data Type Quick Reference<a class="anchor" aria-label
 <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>SQL allows us to select and group subsets of data, do math and other
@@ -1007,7 +1002,6 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="writing-my-first-query">Writing my first query<a class="anchor" aria-label="anchor" href="#writing-my-first-query"></a>
-<a class="anchor" aria-label="anchor" href="#writing-my-first-query"></a>
 </h2>
 <hr class="half-width">
 <p>Let’s start by using the <strong>surveys</strong> table. Here we have
@@ -1112,8 +1106,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge" class="callout-inner">
-<h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#challenge"></a>
-</h3>
+<h3 class="callout-title">Challenge</h3>
 <div class="callout-content">
 <ul>
 <li>Write a query that returns the year, month, day, species_id and
@@ -1127,7 +1120,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb9">
 <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1141,7 +1134,6 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 </div>
 </div>
 </section><section><h2 class="section-heading" id="filtering">Filtering<a class="anchor" aria-label="anchor" href="#filtering"></a>
-<a class="anchor" aria-label="anchor" href="#filtering"></a>
 </h2>
 <hr class="half-width">
 <p>Databases can also filter data – selecting only the data meeting
@@ -1193,8 +1185,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge-1" class="callout-inner">
-<h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#challenge-1"></a>
-</h3>
+<h3 class="callout-title">Challenge</h3>
 <div class="callout-content">
 <ul>
 <li>Produce a table listing the data for all individuals in Plot 1 that
@@ -1209,7 +1200,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb14">
 <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1223,7 +1214,6 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 </div>
 </div>
 </section><section><h2 class="section-heading" id="building-more-complex-queries">Building more complex queries<a class="anchor" aria-label="anchor" href="#building-more-complex-queries"></a>
-<a class="anchor" aria-label="anchor" href="#building-more-complex-queries"></a>
 </h2>
 <hr class="half-width">
 <p>Now, let’s combine the above queries to get data for the 3
@@ -1264,7 +1254,6 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <em>always</em> useful to add comments; this is especially true of more
 complex queries.</p>
 </section><section><h2 class="section-heading" id="sorting">Sorting<a class="anchor" aria-label="anchor" href="#sorting"></a>
-<a class="anchor" aria-label="anchor" href="#sorting"></a>
 </h2>
 <hr class="half-width">
 <p>We can also sort the results of our queries by using
@@ -1313,8 +1302,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge-2" class="callout-inner">
-<h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#challenge-2"></a>
-</h3>
+<h3 class="callout-title">Challenge</h3>
 <div class="callout-content">
 <ul>
 <li>Write a query that returns year, species_id, and weight in kg from
@@ -1328,7 +1316,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb21">
 <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1342,7 +1330,6 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 </div>
 </div>
 </section><section><h2 class="section-heading" id="order-of-execution">Order of execution<a class="anchor" aria-label="anchor" href="#order-of-execution"></a>
-<a class="anchor" aria-label="anchor" href="#order-of-execution"></a>
 </h2>
 <hr class="half-width">
 <p>Another note for ordering. We don’t actually have to display a column
@@ -1371,8 +1358,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="multiple-statements" class="callout-inner">
-<h3 class="callout-title">Multiple statements<a class="anchor" aria-label="anchor" href="#multiple-statements"></a>
-</h3>
+<h3 class="callout-title">Multiple statements</h3>
 <div class="callout-content">
 <p>It is possible to write a query as a single line, but for
 readability, we recommend to put each clause on its own line. The
@@ -1386,8 +1372,7 @@ <h3 class="callout-title">Multiple statements<a class="anchor" aria-label="ancho
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge-3" class="callout-inner">
-<h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#challenge-3"></a>
-</h3>
+<h3 class="callout-title">Challenge</h3>
 <div class="callout-content">
 <ul>
 <li>Let’s try to combine what we’ve learned so far in a single query.
@@ -1406,7 +1391,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb23">
 <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1425,8 +1410,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <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 useful to apply conventions when writing SQL queries to aid
@@ -1484,7 +1468,6 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="count-and-group-by">COUNT and GROUP BY<a class="anchor" aria-label="anchor" href="#count-and-group-by"></a>
-<a class="anchor" aria-label="anchor" href="#count-and-group-by"></a>
 </h2>
 <hr class="half-width">
 <p>Aggregation allows us to combine results by grouping records based on
@@ -1521,8 +1504,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge" class="callout-inner">
-<h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#challenge"></a>
-</h3>
+<h3 class="callout-title">Challenge</h3>
 <div class="callout-content">
 <p>Write a query that returns: the total weight, average weight, minimum
 and maximum weights for all animals caught over the duration of the
@@ -1536,7 +1518,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
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 <div class="codewrapper sourceCode" id="cb4">
 <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1571,8 +1553,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge-1" class="callout-inner">
-<h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#challenge-1"></a>
-</h3>
+<h3 class="callout-title">Challenge</h3>
 <div class="callout-content">
 <p>Write queries that return:</p>
 <ol style="list-style-type: decimal">
@@ -1589,7 +1570,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
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 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
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 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb6">
 <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1607,7 +1588,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <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"> Solution of 2 and 3 </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
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 <div class="accordion-body">
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 <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1621,7 +1602,6 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 </div>
 </div>
 </section><section><h2 class="section-heading" id="ordering-aggregated-results">Ordering Aggregated Results<a class="anchor" aria-label="anchor" href="#ordering-aggregated-results"></a>
-<a class="anchor" aria-label="anchor" href="#ordering-aggregated-results"></a>
 </h2>
 <hr class="half-width">
 <p>We can order the results of our aggregation by a specific column,
@@ -1636,7 +1616,6 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <span id="cb8-4"><a href="#cb8-4" tabindex="-1"></a><span class="kw">ORDER</span> <span class="kw">BY</span> <span class="fu">COUNT</span>(species_id);</span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="aliases">Aliases<a class="anchor" aria-label="anchor" href="#aliases"></a>
-<a class="anchor" aria-label="anchor" href="#aliases"></a>
 </h2>
 <hr class="half-width">
 <p>As queries get more complex, the expressions we use can get long and
@@ -1677,7 +1656,6 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <p>Aliasing table names can be helpful when working with queries that
 involve multiple tables; you will learn more about this later.</p>
 </section><section><h2 class="section-heading" id="the-having-keyword">The <code>HAVING</code> keyword<a class="anchor" aria-label="anchor" href="#the-having-keyword"></a>
-<a class="anchor" aria-label="anchor" href="#the-having-keyword"></a>
 </h2>
 <hr class="half-width">
 <p>In the previous episode, we have seen the keyword <code>WHERE</code>,
@@ -1721,8 +1699,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge-2" class="callout-inner">
-<h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#challenge-2"></a>
-</h3>
+<h3 class="callout-title">Challenge</h3>
 <div class="callout-content">
 <p>Write a query that returns, from the <code>species</code> table, the
 number of <code>species</code> in each <code>taxa</code>, only for the
@@ -1735,7 +1712,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
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 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb15">
 <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1750,7 +1727,6 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 </div>
 </div>
 </section><section><h2 class="section-heading" id="saving-queries-for-future-use">Saving Queries for Future Use<a class="anchor" aria-label="anchor" href="#saving-queries-for-future-use"></a>
-<a class="anchor" aria-label="anchor" href="#saving-queries-for-future-use"></a>
 </h2>
 <hr class="half-width">
 <p>It is not uncommon to repeat the same operation more than once, for
@@ -1792,7 +1768,6 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <span id="cb18-3"><a href="#cb18-3" tabindex="-1"></a><span class="kw">WHERE</span> species_id <span class="op">=</span> <span class="st">'PE'</span>;</span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="what-about-null">What About NULL?<a class="anchor" aria-label="anchor" href="#what-about-null"></a>
-<a class="anchor" aria-label="anchor" href="#what-about-null"></a>
 </h2>
 <hr class="half-width">
 <p>From the last example, there should only be five records. If you look
@@ -1874,8 +1849,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Use the <code>GROUP BY</code> keyword to aggregate data.</li>
@@ -1930,7 +1904,6 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="joins">Joins<a class="anchor" aria-label="anchor" href="#joins"></a>
-<a class="anchor" aria-label="anchor" href="#joins"></a>
 </h2>
 <hr class="half-width">
 <p>To combine data from two tables we use an SQL <code>JOIN</code>
@@ -2211,8 +2184,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge" class="callout-inner">
-<h3 class="callout-title">Challenge:<a class="anchor" aria-label="anchor" href="#challenge"></a>
-</h3>
+<h3 class="callout-title">Challenge:</h3>
 <div class="callout-content">
 <ul>
 <li>Write a query that returns the genus, the species name, and the
@@ -2278,8 +2250,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge-1" class="callout-inner">
-<h3 class="callout-title">Challenge:<a class="anchor" aria-label="anchor" href="#challenge-1"></a>
-</h3>
+<h3 class="callout-title">Challenge:</h3>
 <div class="callout-content">
 <ul>
 <li>Re-write the original query to keep all the entries present in the
@@ -2312,8 +2283,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge-2" class="callout-inner">
-<h3 class="callout-title">Challenge:<a class="anchor" aria-label="anchor" href="#challenge-2"></a>
-</h3>
+<h3 class="callout-title">Challenge:</h3>
 <div class="callout-content">
 <ul>
 <li>Count the number of records in the <code>surveys</code> table that
@@ -2365,8 +2335,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge-3" class="callout-inner">
-<h3 class="callout-title">Challenge:<a class="anchor" aria-label="anchor" href="#challenge-3"></a>
-</h3>
+<h3 class="callout-title">Challenge:</h3>
 <div class="callout-content">
 <ul>
 <li>Write a query that returns the number of animals caught of each
@@ -2402,8 +2371,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge-4" class="callout-inner">
-<h3 class="callout-title">Challenge:<a class="anchor" aria-label="anchor" href="#challenge-4"></a>
-</h3>
+<h3 class="callout-title">Challenge:</h3>
 <div class="callout-content">
 <ul>
 <li>Write a query that finds the average weight of each rodent species
@@ -2436,7 +2404,6 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 </div>
 </section><section><h2 class="section-heading" id="functions-coalesce-and-nullif-and-more">Functions <code>COALESCE</code> and <code>NULLIF</code> and
 more<a class="anchor" aria-label="anchor" href="#functions-coalesce-and-nullif-and-more"></a>
-<a class="anchor" aria-label="anchor" href="#functions-coalesce-and-nullif-and-more"></a>
 </h2>
 <hr class="half-width">
 <p>SQL includes numerous functions for manipulating data. You’ve already
@@ -2461,8 +2428,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge-5" class="callout-inner">
-<h3 class="callout-title">Challenge:<a class="anchor" aria-label="anchor" href="#challenge-5"></a>
-</h3>
+<h3 class="callout-title">Challenge:</h3>
 <div class="callout-content">
 <ul>
 <li>Write a query that returns 30 instead of <code>NULL</code> for
@@ -2493,8 +2459,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge-6" class="callout-inner">
-<h3 class="callout-title">Challenge:<a class="anchor" aria-label="anchor" href="#challenge-6"></a>
-</h3>
+<h3 class="callout-title">Challenge:</h3>
 <div class="callout-content">
 <ul>
 <li>Write a query that calculates the average hind-foot length of each
@@ -2540,8 +2505,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge-7" class="callout-inner">
-<h3 class="callout-title">Challenge:<a class="anchor" aria-label="anchor" href="#challenge-7"></a>
-</h3>
+<h3 class="callout-title">Challenge:</h3>
 <div class="callout-content">
 <ul>
 <li>Write a query that returns the number of animals caught of each
@@ -2676,8 +2640,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge-8" class="callout-inner">
-<h3 class="callout-title">Challenge:<a class="anchor" aria-label="anchor" href="#challenge-8"></a>
-</h3>
+<h3 class="callout-title">Challenge:</h3>
 <div class="callout-content">
 <p>Write a query that returns genus names (no repeats), sorted from
 longest genus name down to shortest.</p>
@@ -2718,8 +2681,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge-optional" class="callout-inner">
-<h3 class="callout-title">Challenge (optional):<a class="anchor" aria-label="anchor" href="#challenge-optional"></a>
-</h3>
+<h3 class="callout-title">Challenge (optional):</h3>
 <div class="callout-content">
 <p>SQL queries help us <em>ask</em> specific <em>questions</em> which we
 want to answer about our data. The real skill with SQL is to know how to
@@ -2838,8 +2800,7 @@ <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i>
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Use a <code>JOIN</code> clause to combine data from two tables—the
@@ -2885,7 +2846,7 @@ <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 -->
@@ -2908,8 +2869,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://datacarpentry.github.io/sql-ecology-lesson/instructor/aio.html",
   "identifier": "https://datacarpentry.github.io/sql-ecology-lesson/instructor/aio.html",
   "dateCreated": "2015-02-10",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
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+  "datePublished": "2024-08-27"
 }
 
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diff --git a/instructor/discuss.html b/instructor/discuss.html
index db23c4fc..46c214ec 100644
--- a/instructor/discuss.html
+++ b/instructor/discuss.html
@@ -233,10 +233,10 @@ <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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@@ -256,7 +256,7 @@ <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">
@@ -300,8 +300,7 @@ <h1>Discussion</h1>
         </div>
 
         
-<section><h2 class="section-heading" id="proposed-episode-on-database-design">Proposed Episode on Database Design<a class="anchor" aria-label="anchor" href="#proposed-episode-on-database-design"></a>
-<a class="anchor" aria-label="anchor" href="#proposed-episode-on-database-design"></a></h2>
+<section><h2 class="section-heading" id="proposed-episode-on-database-design">Proposed Episode on Database Design<a class="anchor" aria-label="anchor" href="#proposed-episode-on-database-design"></a></h2>
 <hr class="half-width"><div class="section level3">
 <h3 id="q-a-on-database-design-review-if-time">Q &amp; A on Database Design (review if time)<a class="anchor" aria-label="anchor" href="#q-a-on-database-design-review-if-time"></a></h3>
 <ol style="list-style-type: decimal"><li>Order doesn’t matter</li>
@@ -393,7 +392,7 @@ <h3 id="other-database-management-systems">Other database management systems<a c
         <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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@@ -416,7 +415,7 @@ <h3 id="other-database-management-systems">Other database management systems<a c
   "identifier": "https://datacarpentry.github.io/sql-ecology-lesson/instructor/discuss.html",
   "dateCreated": "2015-02-10",
   "dateModified": "2023-04-21",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
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diff --git a/instructor/images.html b/instructor/images.html
index 57220157..f093419c 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -287,10 +287,10 @@ <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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@@ -315,7 +315,7 @@ <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>
 
 
@@ -373,7 +373,7 @@ <h3 id="03-sql-joins-figure-1">Figure 1</h3>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
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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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@@ -396,8 +396,8 @@ <h3 id="03-sql-joins-figure-1">Figure 1</h3>
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   "identifier": "https://datacarpentry.github.io/sql-ecology-lesson/instructor/images.html",
   "dateCreated": "2015-02-10",
-  "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 f83db2e0..7a5495e5 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -237,10 +237,10 @@ <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>
@@ -260,7 +260,7 @@ <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">
@@ -304,8 +304,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
 <i class="callout-icon" data-feather="check"></i>
 </div>
 <div id="getting-started" class="callout-inner">
-<h3 class="callout-title">Getting Started<a class="anchor" aria-label="anchor" href="#getting-started"></a>
-</h3>
+<h3 class="callout-title">Getting Started</h3>
 <div class="callout-content">
 <p>Data Carpentry’s teaching is hands-on, so participants are encouraged
 to use their own computers to insure the proper setup of tools for an
@@ -331,8 +330,7 @@ <h4 id="prerequisites">Prerequisites<a class="anchor" aria-label="anchor" href="
 <i class="callout-icon" data-feather="check"></i>
 </div>
 <div id="for-instructors" class="callout-inner">
-<h3 class="callout-title">For Instructors<a class="anchor" aria-label="anchor" href="#for-instructors"></a>
-</h3>
+<h3 class="callout-title">For Instructors</h3>
 <div class="callout-content">
 <p>If you are teaching this lesson in a workshop, please see the <a href="instructor-notes.html">Instructor notes</a>.</p>
 </div>
@@ -390,15 +388,13 @@ <h3 class="callout-title">For Instructors<a class="anchor" aria-label="anchor" h
 </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="setup">Setup<a class="anchor" aria-label="anchor" href="#setup"></a>
-<a class="anchor" aria-label="anchor" href="#setup"></a></h2>
+      </section><section id="setup"><section><h2 class="section-heading" id="setup">Setup<a class="anchor" aria-label="anchor" href="#setup"></a></h2>
 <hr class="half-width"><div id="data" class="callout prereq">
 <div class="callout-square">
 <i class="callout-icon" data-feather="check"></i>
 </div>
 <div id="data" class="callout-inner">
-<h3 class="callout-title">Data<a class="anchor" aria-label="anchor" href="#data"></a>
-</h3>
+<h3 class="callout-title">Data</h3>
 <div class="callout-content">
 <p>This lesson uses specific data files from the <a href="https://figshare.com/articles/Portal_Project_Teaching_Database/1314459" class="external-link">Portal
 Project Teaching Database</a>. To get the data, go to the <a href="https://figshare.com/articles/Portal_Project_Teaching_Database/1314459" class="external-link">data
@@ -419,8 +415,7 @@ <h3 class="callout-title">Data<a class="anchor" aria-label="anchor" href="#data"
 <i class="callout-icon" data-feather="check"></i>
 </div>
 <div id="software" class="callout-inner">
-<h3 class="callout-title">Software<a class="anchor" aria-label="anchor" href="#software"></a>
-</h3>
+<h3 class="callout-title">Software</h3>
 <div class="callout-content">
 <p>Download <strong>DB Browser for SQLite</strong> for your operating
 system from <a href="https://sqlitebrowser.org/dl/" class="external-link">https://sqlitebrowser.org/dl/</a>.
@@ -444,8 +439,7 @@ <h3 class="callout-title">Software<a class="anchor" aria-label="anchor" href="#s
 <i class="callout-icon" data-feather="check"></i>
 </div>
 <div id="am-i-ready" class="callout-inner">
-<h3 class="callout-title">Am I ready?<a class="anchor" aria-label="anchor" href="#am-i-ready"></a>
-</h3>
+<h3 class="callout-title">Am I ready?</h3>
 <div class="callout-content">
 <p>The <a href="00-sql-introduction.html">first lesson episode</a> has
 instructions on loading the data in DB Browser. To test your setup, you
@@ -482,7 +476,7 @@ <h3 class="callout-title">Am I ready?<a class="anchor" aria-label="anchor" href=
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -504,8 +498,8 @@ <h3 class="callout-title">Am I ready?<a class="anchor" aria-label="anchor" href=
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   "identifier": "https://datacarpentry.github.io/sql-ecology-lesson/instructor/index.html",
   "dateCreated": "2015-02-10",
-  "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 1aba6615..fb2fe41a 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -287,10 +287,10 @@ <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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@@ -315,7 +315,7 @@ <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>
 
 
@@ -341,7 +341,6 @@ <h1>Instructor Notes</h1>
         
 
 <section><h2 class="section-heading" id="learning-objectives">Learning objectives<a class="anchor" aria-label="anchor" href="#learning-objectives"></a>
-<a class="anchor" aria-label="anchor" href="#learning-objectives"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -351,7 +350,6 @@ <h1>Instructor Notes</h1>
 <li>Use aggregate functions to combine data</li>
 <li>Perform queries across tables</li>
 </ul></section><section><h2 class="section-heading" id="data">Data<a class="anchor" aria-label="anchor" href="#data"></a>
-<a class="anchor" aria-label="anchor" href="#data"></a>
 </h2>
 <hr class="half-width">
 <p>As for all of the <a href="https://github.com/datacarpentry?utf8=%E2%9C%93&amp;query=ecology" class="external-link">Data
@@ -365,7 +363,6 @@ <h1>Instructor Notes</h1>
 file that rudely explodes all of the files into your current
 directory.</p>
 </section><section><h2 class="section-heading" id="motivation-and-framing">Motivation and Framing<a class="anchor" aria-label="anchor" href="#motivation-and-framing"></a>
-<a class="anchor" aria-label="anchor" href="#motivation-and-framing"></a>
 </h2>
 <hr class="half-width">
 <p>See this slide deck as a sample intro for the lesson: <a href="https://speakerdeck.com/christinalk/data-carpentry-sql-introduction" class="external-link">SQL
@@ -382,7 +379,6 @@ <h1>Instructor Notes</h1>
 visualization), it can be helpful to identify that you’re now somewhere
 between clean data and analysis.</p>
 </section><section><h2 class="section-heading" id="common-difficult-concepts">Common Difficult Concepts<a class="anchor" aria-label="anchor" href="#common-difficult-concepts"></a>
-<a class="anchor" aria-label="anchor" href="#common-difficult-concepts"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -408,7 +404,6 @@ <h1>Instructor Notes</h1>
 <li>How NULLs behave in different circumstances (when did a NULL change
 your result and how do you know?)</li>
 </ul></section><section><h2 class="section-heading" id="lesson-outline">Lesson outline<a class="anchor" aria-label="anchor" href="#lesson-outline"></a>
-<a class="anchor" aria-label="anchor" href="#lesson-outline"></a>
 </h2>
 <hr class="half-width">
 <div class="section level3">
@@ -467,7 +462,6 @@ <h3 id="sql-joins-aliases">03-sql-joins-aliases<a class="anchor" aria-label="anc
 </ul>
 </div>
 </section><section><h2 class="section-heading" id="alternative-activities">Alternative activities<a class="anchor" aria-label="anchor" href="#alternative-activities"></a>
-<a class="anchor" aria-label="anchor" href="#alternative-activities"></a>
 </h2>
 <hr class="half-width">
 <div class="section level3">
@@ -583,7 +577,6 @@ <h3 id="interactive-database">“Interactive” database<a class="anchor" aria-l
 </ul>
 </div>
 </section><section><h2 class="section-heading" id="exercise-solutions">Exercise Solutions<a class="anchor" aria-label="anchor" href="#exercise-solutions"></a>
-<a class="anchor" aria-label="anchor" href="#exercise-solutions"></a>
 </h2>
 <hr class="half-width">
 <div class="section level5">
@@ -714,7 +707,7 @@ <h5 id="warning">WARNING<a class="anchor" aria-label="anchor" href="#warning"></
         <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 -->
@@ -737,8 +730,8 @@ <h5 id="warning">WARNING<a class="anchor" aria-label="anchor" href="#warning"></
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   "identifier": "https://datacarpentry.github.io/sql-ecology-lesson/instructor/instructor-notes.html",
   "dateCreated": "2015-02-10",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
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 }
 
   </script><script>
diff --git a/instructor/key-points.html b/instructor/key-points.html
index e88241b8..5df35d26 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
@@ -287,10 +287,10 @@ <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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@@ -315,7 +315,7 @@ <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>
 
 
@@ -414,7 +414,7 @@ <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 -->
@@ -437,8 +437,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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   "identifier": "https://datacarpentry.github.io/sql-ecology-lesson/instructor/key-points.html",
   "dateCreated": "2015-02-10",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
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+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/profiles.html b/instructor/profiles.html
index 825d6226..5fc65b01 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -233,10 +233,10 @@ <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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@@ -256,7 +256,7 @@ <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">
@@ -296,7 +296,7 @@ <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>
-        <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">
@@ -318,8 +318,8 @@ <h1>Learner Profiles</h1>
   "url": "https://datacarpentry.github.io/sql-ecology-lesson/instructor/profiles.html",
   "identifier": "https://datacarpentry.github.io/sql-ecology-lesson/instructor/profiles.html",
   "dateCreated": "2015-02-10",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
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 }
 
   </script><script>
diff --git a/instructor/reference.html b/instructor/reference.html
index f74b83d5..7371d090 100644
--- a/instructor/reference.html
+++ b/instructor/reference.html
@@ -233,10 +233,10 @@ <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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@@ -256,7 +256,7 @@ <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">
@@ -301,8 +301,7 @@ <h1>Reference</h1>
 
         
 
-<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><em>The definitions below are modified from the <a href="https://glosario.carpentries.org/" class="external-link">Carpentries Glosario</a>
 (CC-BY-4.0)</em></p>
 <dl><dt><a href="https://glosario.carpentries.org/en/#aggreation" class="external-link"><span id="aggreation"><strong>aggreation</strong></span></a></dt>
@@ -401,8 +400,7 @@ <h1>Reference</h1>
 represents one record or observation) and columns (each of which
 represents a <a href="#field">field</a> or variable.)
 </dd>
-</dl></section><section><h2 class="section-heading" id="commands">Commands<a class="anchor" aria-label="anchor" href="#commands"></a>
-<a class="anchor" aria-label="anchor" href="#commands"></a></h2>
+</dl></section><section><h2 class="section-heading" id="commands">Commands<a class="anchor" aria-label="anchor" href="#commands"></a></h2>
 <hr class="half-width"><p>See <a href="sql-cheat-sheet.html">this cheat sheet</a> for an list
 of the commands covered in this lesson.</p>
 <div class="section level3">
@@ -581,7 +579,7 @@ <h3 id="keywords">Keywords<a class="anchor" aria-label="anchor" href="#keywords"
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
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 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -604,7 +602,7 @@ <h3 id="keywords">Keywords<a class="anchor" aria-label="anchor" href="#keywords"
   "identifier": "https://datacarpentry.github.io/sql-ecology-lesson/instructor/reference.html",
   "dateCreated": "2015-02-10",
   "dateModified": "2023-10-19",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/sql-cheat-sheet.html b/instructor/sql-cheat-sheet.html
index 2b726fca..ce8b7b1e 100644
--- a/instructor/sql-cheat-sheet.html
+++ b/instructor/sql-cheat-sheet.html
@@ -233,10 +233,10 @@ <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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@@ -256,7 +256,7 @@ <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">
@@ -301,8 +301,7 @@ <h1>SQL Cheat Sheet</h1>
 
         
 
-<section><h2 class="section-heading" id="basic-queries">Basic Queries<a class="anchor" aria-label="anchor" href="#basic-queries"></a>
-<a class="anchor" aria-label="anchor" href="#basic-queries"></a></h2>
+<section><h2 class="section-heading" id="basic-queries">Basic Queries<a class="anchor" aria-label="anchor" href="#basic-queries"></a></h2>
 <hr class="half-width"><p>Select one or more columns of data from a table:</p>
 <div class="codewrapper sourceCode" id="cb1">
 <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -327,8 +326,7 @@ <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><
 </h3>
 <pre class="sourceCode sh" tabindex="0"><code class="sourceCode bash"><span id="cb4-1"><a href="#cb4-1" tabindex="-1"></a><span class="ex">SELECT</span> column_name_1, ROUND<span class="er">(</span><span class="ex">column_name_2</span> / 1000.0<span class="kw">)</span> <span class="ex">FROM</span> table_name<span class="kw">;</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="filtering">Filtering<a class="anchor" aria-label="anchor" href="#filtering"></a>
-<a class="anchor" aria-label="anchor" href="#filtering"></a></h2>
+</section><section><h2 class="section-heading" id="filtering">Filtering<a class="anchor" aria-label="anchor" href="#filtering"></a></h2>
 <hr class="half-width"><p>Select only the data meeting certain criteria:</p>
 <div class="codewrapper sourceCode" id="cb5">
 <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -341,8 +339,7 @@ <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><
 </h3>
 <pre class="sourceCode sh" tabindex="0"><code class="sourceCode bash"><span id="cb6-1"><a href="#cb6-1" tabindex="-1"></a><span class="ex">SELECT</span> <span class="pp">*</span> FROM table_name WHERE <span class="er">(</span><span class="ex">column_name_1</span> <span class="op">&gt;</span>= 1000<span class="kw">)</span> <span class="ex">AND</span> <span class="er">(</span><span class="ex">column_name_2</span> = <span class="st">'A'</span> OR column_name_2 = <span class="st">'B'</span><span class="kw">);</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="sorting">Sorting<a class="anchor" aria-label="anchor" href="#sorting"></a>
-<a class="anchor" aria-label="anchor" href="#sorting"></a></h2>
+</section><section><h2 class="section-heading" id="sorting">Sorting<a class="anchor" aria-label="anchor" href="#sorting"></a></h2>
 <hr class="half-width"><p>Sort results using <code>ASC</code> for ascending order or
 <code>DESC</code> for descending order:</p>
 <div class="codewrapper sourceCode" id="cb7">
@@ -350,8 +347,7 @@ <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><
 </h3>
 <pre class="sourceCode sh" tabindex="0"><code class="sourceCode bash"><span id="cb7-1"><a href="#cb7-1" tabindex="-1"></a><span class="ex">SELECT</span> <span class="pp">*</span> FROM table_name ORDER BY column_name_1 ASC, column_name_2 DESC<span class="kw">;</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="missing-data">Missing Data<a class="anchor" aria-label="anchor" href="#missing-data"></a>
-<a class="anchor" aria-label="anchor" href="#missing-data"></a></h2>
+</section><section><h2 class="section-heading" id="missing-data">Missing Data<a class="anchor" aria-label="anchor" href="#missing-data"></a></h2>
 <hr class="half-width"><p>Use <code>NULL</code> to represent missing data.</p>
 <p><code>NULL</code> is neither true nor false. Operations involving
 <code>NULL</code> produce <code>NULL</code>, e.g., <code>1+NULL</code>,
@@ -369,30 +365,26 @@ <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><
 </h3>
 <pre class="sourceCode sh" tabindex="0"><code class="sourceCode bash"><span id="cb9-1"><a href="#cb9-1" tabindex="-1"></a><span class="ex">SELECT</span> <span class="pp">*</span> FROM table_name WHERE column_name IS NOT NULL<span class="kw">;</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="grouping-and-aggregation">Grouping and Aggregation<a class="anchor" aria-label="anchor" href="#grouping-and-aggregation"></a>
-<a class="anchor" aria-label="anchor" href="#grouping-and-aggregation"></a></h2>
+</section><section><h2 class="section-heading" id="grouping-and-aggregation">Grouping and Aggregation<a class="anchor" aria-label="anchor" href="#grouping-and-aggregation"></a></h2>
 <hr class="half-width"><p>Combine data into groups and calculate combined values in groups:</p>
 <div class="codewrapper sourceCode" id="cb10">
 <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
 <pre class="sourceCode sh" tabindex="0"><code class="sourceCode bash"><span id="cb10-1"><a href="#cb10-1" tabindex="-1"></a><span class="ex">SELECT</span> column_name_1, SUM<span class="er">(</span><span class="ex">column_name_2</span><span class="kw">)</span><span class="ex">,</span> COUNT<span class="er">(</span><span class="ex">*</span><span class="kw">)</span> <span class="ex">FROM</span> table_name GROUP BY column_name_1<span class="kw">;</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="joins">Joins<a class="anchor" aria-label="anchor" href="#joins"></a>
-<a class="anchor" aria-label="anchor" href="#joins"></a></h2>
+</section><section><h2 class="section-heading" id="joins">Joins<a class="anchor" aria-label="anchor" href="#joins"></a></h2>
 <hr class="half-width"><p>Join data from two tables:</p>
 <div class="codewrapper sourceCode" id="cb11">
 <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
 <pre class="sourceCode sh" tabindex="0"><code class="sourceCode bash"><span id="cb11-1"><a href="#cb11-1" tabindex="-1"></a><span class="ex">SELECT</span> <span class="pp">*</span> FROM table_name_1 JOIN table_name_2 ON table_name_1.column_name = table_name_2.column_name<span class="kw">;</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="combining-commands">Combining Commands<a class="anchor" aria-label="anchor" href="#combining-commands"></a>
-<a class="anchor" aria-label="anchor" href="#combining-commands"></a></h2>
+</section><section><h2 class="section-heading" id="combining-commands">Combining Commands<a class="anchor" aria-label="anchor" href="#combining-commands"></a></h2>
 <hr class="half-width"><p>SQL commands must be combined in the following order:
 <code>SELECT</code>, <code>FROM</code>, <code>JOIN</code>,
 <code>ON</code>, <code>WHERE</code>, <code>GROUP BY</code>,
 <code>ORDER BY</code>.</p>
-</section><section><h2 class="section-heading" id="creating-tables">Creating Tables<a class="anchor" aria-label="anchor" href="#creating-tables"></a>
-<a class="anchor" aria-label="anchor" href="#creating-tables"></a></h2>
+</section><section><h2 class="section-heading" id="creating-tables">Creating Tables<a class="anchor" aria-label="anchor" href="#creating-tables"></a></h2>
 <hr class="half-width"><p>Create tables by specifying column names and types. Include primary
 and foreign key relationships and other constraints.</p>
 <div class="codewrapper sourceCode" id="cb12">
@@ -406,8 +398,7 @@ <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><
 <span id="cb12-6"><a href="#cb12-6" tabindex="-1"></a>        <span class="ex">FOREIGN</span> KEY<span class="er">(</span><span class="ex">person</span><span class="kw">)</span> <span class="ex">REFERENCES</span> person<span class="er">(</span><span class="ex">ident</span><span class="kw">)</span></span>
 <span id="cb12-7"><a href="#cb12-7" tabindex="-1"></a><span class="kw">);</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="transactions">Transactions<a class="anchor" aria-label="anchor" href="#transactions"></a>
-<a class="anchor" aria-label="anchor" href="#transactions"></a></h2>
+</section><section><h2 class="section-heading" id="transactions">Transactions<a class="anchor" aria-label="anchor" href="#transactions"></a></h2>
 <hr class="half-width"><p>Put multiple queries in a transaction to ensure they are ACID
 (atomic, consistent, isolated, and durable):</p>
 <div class="codewrapper sourceCode" id="cb13">
@@ -418,8 +409,7 @@ <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><
 <span id="cb13-3"><a href="#cb13-3" tabindex="-1"></a>  <span class="ex">INSERT</span> INTO table_name_2 values<span class="er">(</span><span class="ex">...</span><span class="kw">);</span></span>
 <span id="cb13-4"><a href="#cb13-4" tabindex="-1"></a><span class="ex">END</span> TRANSACTION<span class="kw">;</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="programming">Programming<a class="anchor" aria-label="anchor" href="#programming"></a>
-<a class="anchor" aria-label="anchor" href="#programming"></a></h2>
+</section><section><h2 class="section-heading" id="programming">Programming<a class="anchor" aria-label="anchor" href="#programming"></a></h2>
 <hr class="half-width"><p>Execute queries in a general-purpose programming language by:</p>
 <ul><li>loading the appropriate library</li>
 <li>creating a connection</li>
@@ -479,7 +469,7 @@ <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><
         <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">
@@ -502,7 +492,7 @@ <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><
   "identifier": "https://datacarpentry.github.io/sql-ecology-lesson/instructor/sql-cheat-sheet.html",
   "dateCreated": "2015-02-10",
   "dateModified": "2023-10-19",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/key-points.html b/key-points.html
index 7ca85c0e..99405b30 100644
--- a/key-points.html
+++ b/key-points.html
@@ -286,10 +286,10 @@ <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>
@@ -313,7 +313,7 @@ <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>
 
 
@@ -412,7 +412,7 @@ <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 -->
@@ -435,8 +435,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://datacarpentry.github.io/sql-ecology-lesson/key-points.html",
   "identifier": "https://datacarpentry.github.io/sql-ecology-lesson/key-points.html",
   "dateCreated": "2015-02-10",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
+  "dateModified": "2024-08-27",
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/pkgdown.yml b/pkgdown.yml
index 6f55a1d1..39e64cfa 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,4 +2,4 @@ pandoc: 3.1.11
 pkgdown: 2.1.0
 pkgdown_sha: ~
 articles: {}
-last_built: 2024-08-20T00:01Z
+last_built: 2024-08-27T00:01Z
diff --git a/profiles.html b/profiles.html
index 623f434e..7277cb57 100644
--- a/profiles.html
+++ b/profiles.html
@@ -233,10 +233,10 @@ <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>
@@ -256,7 +256,7 @@ <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">
@@ -296,7 +296,7 @@ <h1>Learner Profiles</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -318,8 +318,8 @@ <h1>Learner Profiles</h1>
   "url": "https://datacarpentry.github.io/sql-ecology-lesson/profiles.html",
   "identifier": "https://datacarpentry.github.io/sql-ecology-lesson/profiles.html",
   "dateCreated": "2015-02-10",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
+  "dateModified": "2024-08-27",
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/reference.html b/reference.html
index 0e65143d..6a545d55 100644
--- a/reference.html
+++ b/reference.html
@@ -233,10 +233,10 @@ <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>
@@ -256,7 +256,7 @@ <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">
@@ -299,8 +299,7 @@ <h1>Reference</h1>
 
         
 
-<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><em>The definitions below are modified from the <a href="https://glosario.carpentries.org/" class="external-link">Carpentries Glosario</a>
 (CC-BY-4.0)</em></p>
 <dl><dt><a href="https://glosario.carpentries.org/en/#aggreation" class="external-link"><span id="aggreation"><strong>aggreation</strong></span></a></dt>
@@ -399,8 +398,7 @@ <h1>Reference</h1>
 represents one record or observation) and columns (each of which
 represents a <a href="#field">field</a> or variable.)
 </dd>
-</dl></section><section><h2 class="section-heading" id="commands">Commands<a class="anchor" aria-label="anchor" href="#commands"></a>
-<a class="anchor" aria-label="anchor" href="#commands"></a></h2>
+</dl></section><section><h2 class="section-heading" id="commands">Commands<a class="anchor" aria-label="anchor" href="#commands"></a></h2>
 <hr class="half-width"><p>See <a href="sql-cheat-sheet.html">this cheat sheet</a> for an list
 of the commands covered in this lesson.</p>
 <div class="section level3">
@@ -579,7 +577,7 @@ <h3 id="keywords">Keywords<a class="anchor" aria-label="anchor" href="#keywords"
         <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">
@@ -602,7 +600,7 @@ <h3 id="keywords">Keywords<a class="anchor" aria-label="anchor" href="#keywords"
   "identifier": "https://datacarpentry.github.io/sql-ecology-lesson/reference.html",
   "dateCreated": "2015-02-10",
   "dateModified": "2023-10-19",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/sql-cheat-sheet.html b/sql-cheat-sheet.html
index 81882650..311f4aa5 100644
--- a/sql-cheat-sheet.html
+++ b/sql-cheat-sheet.html
@@ -233,10 +233,10 @@ <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>
@@ -256,7 +256,7 @@ <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">
@@ -299,8 +299,7 @@ <h1>SQL Cheat Sheet</h1>
 
         
 
-<section><h2 class="section-heading" id="basic-queries">Basic Queries<a class="anchor" aria-label="anchor" href="#basic-queries"></a>
-<a class="anchor" aria-label="anchor" href="#basic-queries"></a></h2>
+<section><h2 class="section-heading" id="basic-queries">Basic Queries<a class="anchor" aria-label="anchor" href="#basic-queries"></a></h2>
 <hr class="half-width"><p>Select one or more columns of data from a table:</p>
 <div class="codewrapper sourceCode" id="cb1">
 <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -325,8 +324,7 @@ <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><
 </h3>
 <pre class="sourceCode sh" tabindex="0"><code class="sourceCode bash"><span id="cb4-1"><a href="#cb4-1" tabindex="-1"></a><span class="ex">SELECT</span> column_name_1, ROUND<span class="er">(</span><span class="ex">column_name_2</span> / 1000.0<span class="kw">)</span> <span class="ex">FROM</span> table_name<span class="kw">;</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="filtering">Filtering<a class="anchor" aria-label="anchor" href="#filtering"></a>
-<a class="anchor" aria-label="anchor" href="#filtering"></a></h2>
+</section><section><h2 class="section-heading" id="filtering">Filtering<a class="anchor" aria-label="anchor" href="#filtering"></a></h2>
 <hr class="half-width"><p>Select only the data meeting certain criteria:</p>
 <div class="codewrapper sourceCode" id="cb5">
 <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -339,8 +337,7 @@ <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><
 </h3>
 <pre class="sourceCode sh" tabindex="0"><code class="sourceCode bash"><span id="cb6-1"><a href="#cb6-1" tabindex="-1"></a><span class="ex">SELECT</span> <span class="pp">*</span> FROM table_name WHERE <span class="er">(</span><span class="ex">column_name_1</span> <span class="op">&gt;</span>= 1000<span class="kw">)</span> <span class="ex">AND</span> <span class="er">(</span><span class="ex">column_name_2</span> = <span class="st">'A'</span> OR column_name_2 = <span class="st">'B'</span><span class="kw">);</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="sorting">Sorting<a class="anchor" aria-label="anchor" href="#sorting"></a>
-<a class="anchor" aria-label="anchor" href="#sorting"></a></h2>
+</section><section><h2 class="section-heading" id="sorting">Sorting<a class="anchor" aria-label="anchor" href="#sorting"></a></h2>
 <hr class="half-width"><p>Sort results using <code>ASC</code> for ascending order or
 <code>DESC</code> for descending order:</p>
 <div class="codewrapper sourceCode" id="cb7">
@@ -348,8 +345,7 @@ <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><
 </h3>
 <pre class="sourceCode sh" tabindex="0"><code class="sourceCode bash"><span id="cb7-1"><a href="#cb7-1" tabindex="-1"></a><span class="ex">SELECT</span> <span class="pp">*</span> FROM table_name ORDER BY column_name_1 ASC, column_name_2 DESC<span class="kw">;</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="missing-data">Missing Data<a class="anchor" aria-label="anchor" href="#missing-data"></a>
-<a class="anchor" aria-label="anchor" href="#missing-data"></a></h2>
+</section><section><h2 class="section-heading" id="missing-data">Missing Data<a class="anchor" aria-label="anchor" href="#missing-data"></a></h2>
 <hr class="half-width"><p>Use <code>NULL</code> to represent missing data.</p>
 <p><code>NULL</code> is neither true nor false. Operations involving
 <code>NULL</code> produce <code>NULL</code>, e.g., <code>1+NULL</code>,
@@ -367,30 +363,26 @@ <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><
 </h3>
 <pre class="sourceCode sh" tabindex="0"><code class="sourceCode bash"><span id="cb9-1"><a href="#cb9-1" tabindex="-1"></a><span class="ex">SELECT</span> <span class="pp">*</span> FROM table_name WHERE column_name IS NOT NULL<span class="kw">;</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="grouping-and-aggregation">Grouping and Aggregation<a class="anchor" aria-label="anchor" href="#grouping-and-aggregation"></a>
-<a class="anchor" aria-label="anchor" href="#grouping-and-aggregation"></a></h2>
+</section><section><h2 class="section-heading" id="grouping-and-aggregation">Grouping and Aggregation<a class="anchor" aria-label="anchor" href="#grouping-and-aggregation"></a></h2>
 <hr class="half-width"><p>Combine data into groups and calculate combined values in groups:</p>
 <div class="codewrapper sourceCode" id="cb10">
 <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
 <pre class="sourceCode sh" tabindex="0"><code class="sourceCode bash"><span id="cb10-1"><a href="#cb10-1" tabindex="-1"></a><span class="ex">SELECT</span> column_name_1, SUM<span class="er">(</span><span class="ex">column_name_2</span><span class="kw">)</span><span class="ex">,</span> COUNT<span class="er">(</span><span class="ex">*</span><span class="kw">)</span> <span class="ex">FROM</span> table_name GROUP BY column_name_1<span class="kw">;</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="joins">Joins<a class="anchor" aria-label="anchor" href="#joins"></a>
-<a class="anchor" aria-label="anchor" href="#joins"></a></h2>
+</section><section><h2 class="section-heading" id="joins">Joins<a class="anchor" aria-label="anchor" href="#joins"></a></h2>
 <hr class="half-width"><p>Join data from two tables:</p>
 <div class="codewrapper sourceCode" id="cb11">
 <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
 <pre class="sourceCode sh" tabindex="0"><code class="sourceCode bash"><span id="cb11-1"><a href="#cb11-1" tabindex="-1"></a><span class="ex">SELECT</span> <span class="pp">*</span> FROM table_name_1 JOIN table_name_2 ON table_name_1.column_name = table_name_2.column_name<span class="kw">;</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="combining-commands">Combining Commands<a class="anchor" aria-label="anchor" href="#combining-commands"></a>
-<a class="anchor" aria-label="anchor" href="#combining-commands"></a></h2>
+</section><section><h2 class="section-heading" id="combining-commands">Combining Commands<a class="anchor" aria-label="anchor" href="#combining-commands"></a></h2>
 <hr class="half-width"><p>SQL commands must be combined in the following order:
 <code>SELECT</code>, <code>FROM</code>, <code>JOIN</code>,
 <code>ON</code>, <code>WHERE</code>, <code>GROUP BY</code>,
 <code>ORDER BY</code>.</p>
-</section><section><h2 class="section-heading" id="creating-tables">Creating Tables<a class="anchor" aria-label="anchor" href="#creating-tables"></a>
-<a class="anchor" aria-label="anchor" href="#creating-tables"></a></h2>
+</section><section><h2 class="section-heading" id="creating-tables">Creating Tables<a class="anchor" aria-label="anchor" href="#creating-tables"></a></h2>
 <hr class="half-width"><p>Create tables by specifying column names and types. Include primary
 and foreign key relationships and other constraints.</p>
 <div class="codewrapper sourceCode" id="cb12">
@@ -404,8 +396,7 @@ <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><
 <span id="cb12-6"><a href="#cb12-6" tabindex="-1"></a>        <span class="ex">FOREIGN</span> KEY<span class="er">(</span><span class="ex">person</span><span class="kw">)</span> <span class="ex">REFERENCES</span> person<span class="er">(</span><span class="ex">ident</span><span class="kw">)</span></span>
 <span id="cb12-7"><a href="#cb12-7" tabindex="-1"></a><span class="kw">);</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="transactions">Transactions<a class="anchor" aria-label="anchor" href="#transactions"></a>
-<a class="anchor" aria-label="anchor" href="#transactions"></a></h2>
+</section><section><h2 class="section-heading" id="transactions">Transactions<a class="anchor" aria-label="anchor" href="#transactions"></a></h2>
 <hr class="half-width"><p>Put multiple queries in a transaction to ensure they are ACID
 (atomic, consistent, isolated, and durable):</p>
 <div class="codewrapper sourceCode" id="cb13">
@@ -416,8 +407,7 @@ <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><
 <span id="cb13-3"><a href="#cb13-3" tabindex="-1"></a>  <span class="ex">INSERT</span> INTO table_name_2 values<span class="er">(</span><span class="ex">...</span><span class="kw">);</span></span>
 <span id="cb13-4"><a href="#cb13-4" tabindex="-1"></a><span class="ex">END</span> TRANSACTION<span class="kw">;</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="programming">Programming<a class="anchor" aria-label="anchor" href="#programming"></a>
-<a class="anchor" aria-label="anchor" href="#programming"></a></h2>
+</section><section><h2 class="section-heading" id="programming">Programming<a class="anchor" aria-label="anchor" href="#programming"></a></h2>
 <hr class="half-width"><p>Execute queries in a general-purpose programming language by:</p>
 <ul><li>loading the appropriate library</li>
 <li>creating a connection</li>
@@ -477,7 +467,7 @@ <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><
         <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">
@@ -500,7 +490,7 @@ <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><
   "identifier": "https://datacarpentry.github.io/sql-ecology-lesson/sql-cheat-sheet.html",
   "dateCreated": "2015-02-10",
   "dateModified": "2023-10-19",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>