diff --git a/01-query.html b/01-query.html
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@@ -289,10 +289,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
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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">
@@ -389,8 +389,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="check-square"></i>
 </div>
 <div id="outline" class="callout-inner">
-<h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#outline"></a>
-</h3>
+<h3 class="callout-title">Outline</h3>
 <div class="callout-content">
 <p>This episode demonstrates the steps for selecting and downloading
 data from the Gaia Database:</p>
@@ -403,8 +402,7 @@ <h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#ou
 </ol></div>
 </div>
 </div>
-<section><h2 class="section-heading" id="query-language">Query Language<a class="anchor" aria-label="anchor" href="#query-language"></a>
-<a class="anchor" aria-label="anchor" href="#query-language"></a></h2>
+<section><h2 class="section-heading" id="query-language">Query Language<a class="anchor" aria-label="anchor" href="#query-language"></a></h2>
 <hr class="half-width"><p>In order to select data from a database, you need to compose a query,
 which is a program written in a “query language”. The query language we
 will use is ADQL, which stands for “Astronomical Data Query
@@ -416,8 +414,7 @@ <h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#ou
 reference manual for ADQL is here</a>. But you might find it easier to
 learn from <a href="https://www.gaia.ac.uk/data/gaia-data-release-1/adql-cookbook" class="external-link">this
 ADQL Cookbook</a>.</p>
-</section><section><h2 class="section-heading" id="using-jupyter">Using Jupyter<a class="anchor" aria-label="anchor" href="#using-jupyter"></a>
-<a class="anchor" aria-label="anchor" href="#using-jupyter"></a></h2>
+</section><section><h2 class="section-heading" id="using-jupyter">Using Jupyter<a class="anchor" aria-label="anchor" href="#using-jupyter"></a></h2>
 <hr class="half-width"><p>If you have not worked with Jupyter notebooks before, you might start
 with <a href="https://jupyter.org/try" class="external-link">the tutorial on from Jupyter.org
 called “Try Classic Notebook”</a>, or <a href="https://www.dataquest.io/blog/jupyter-notebook-tutorial/" class="external-link">this
@@ -452,8 +449,7 @@ <h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#ou
 “Restart Kernel and Run All Cells”.</p></li>
 </ul><p>Before you continue with this lesson, you might want to explore the
 other menus and the toolbar to see what else you can do.</p>
-</section><section><h2 class="section-heading" id="connecting-to-gaia">Connecting to Gaia<a class="anchor" aria-label="anchor" href="#connecting-to-gaia"></a>
-<a class="anchor" aria-label="anchor" href="#connecting-to-gaia"></a></h2>
+</section><section><h2 class="section-heading" id="connecting-to-gaia">Connecting to Gaia<a class="anchor" aria-label="anchor" href="#connecting-to-gaia"></a></h2>
 <hr class="half-width"><p>The library we will use to get Gaia data is <a href="https://astroquery.readthedocs.io/en/latest/" class="external-link">Astroquery</a>.
 Astroquery provides <code>Gaia</code>, which is an <a href="https://astroquery.readthedocs.io/en/latest/gaia/gaia.html" class="external-link">object
 that represents a connection to the Gaia database</a>.</p>
@@ -468,8 +464,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="old-versions-of-astroquery-output" class="callout-inner">
-<h3 class="callout-title">Old versions of astroquery output<a class="anchor" aria-label="anchor" href="#old-versions-of-astroquery-output"></a>
-</h3>
+<h3 class="callout-title">Old versions of astroquery output</h3>
 <div class="callout-content">
 <p>if you are using a version of astroquery that’s older than v0.4.4,
 you may see this output</p>
@@ -493,8 +488,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <p>This import statement creates a <a href="https://www.ivoa.net/documents/TAP/" class="external-link">TAP+</a> connection; TAP
 stands for “Table Access Protocol”, which is a network protocol for
 sending queries to the database and getting back the results.</p>
-</section><section><h2 class="section-heading" id="databases-and-tables">Databases and Tables<a class="anchor" aria-label="anchor" href="#databases-and-tables"></a>
-<a class="anchor" aria-label="anchor" href="#databases-and-tables"></a></h2>
+</section><section><h2 class="section-heading" id="databases-and-tables">Databases and Tables<a class="anchor" aria-label="anchor" href="#databases-and-tables"></a></h2>
 <hr class="half-width"><p>What is a database? Most generally, it can be any collection of data,
 but when we are talking about ADQL or SQL:</p>
 <ul><li><p>A database is a collection of one or more named tables.</p></li>
@@ -587,8 +581,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 nor epoch).
 Num. columns: 95</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="columns">Columns<a class="anchor" aria-label="anchor" href="#columns"></a>
-<a class="anchor" aria-label="anchor" href="#columns"></a></h2>
+</section><section><h2 class="section-heading" id="columns">Columns<a class="anchor" aria-label="anchor" href="#columns"></a></h2>
 <hr class="half-width"><p>The following loop prints the names of the columns in the table.</p>
 <div class="codewrapper sourceCode" id="cb11">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
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 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-2-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (2 minutes)<a class="anchor" aria-label="anchor" href="#exercise-2-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (2 minutes)</h3>
 <div class="callout-content">
 <p>One of the other tables we will use is
 <code>gaiadr2.panstarrs1_original_valid</code>. Use
@@ -636,7 +628,7 @@ <h3 class="callout-title">Exercise (2 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" 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="cb13">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -700,8 +692,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="writing-queries">Writing queries<a class="anchor" aria-label="anchor" href="#writing-queries"></a>
-<a class="anchor" aria-label="anchor" href="#writing-queries"></a></h2>
+</section><section><h2 class="section-heading" id="writing-queries">Writing queries<a class="anchor" aria-label="anchor" href="#writing-queries"></a></h2>
 <hr class="half-width"><p>You might be wondering how we download these tables. With tables this
 big, you generally don’t. Instead, you use queries to select only the
 data you want.</p>
@@ -722,8 +713,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="triple-quotes-strings" class="callout-inner">
-<h3 class="callout-title">Triple-quotes strings<a class="anchor" aria-label="anchor" href="#triple-quotes-strings"></a>
-</h3>
+<h3 class="callout-title">Triple-quotes strings</h3>
 <div class="callout-content">
 <p>We use a <a href="https://docs.python.org/3/tutorial/introduction.html#strings" class="external-link">triple-quoted
 string</a> here so we can include line breaks in the query, which makes
@@ -807,8 +797,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="repetition" class="callout-inner">
-<h3 class="callout-title">Repetition<a class="anchor" aria-label="anchor" href="#repetition"></a>
-</h3>
+<h3 class="callout-title">Repetition</h3>
 <div class="callout-content">
 <p>Why is <code>table</code> repeated three times? The first is the name
 of the module, the second is the name of the submodule, and the third is
@@ -863,8 +852,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-3-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (3 minutes)<a class="anchor" aria-label="anchor" href="#exercise-3-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (3 minutes)</h3>
 <div class="callout-content">
 <p>Read <a href="https://gea.esac.esa.int/archive/documentation/GDR2/Gaia_archive/chap_datamodel/sec_dm_main_tables/ssec_dm_gaia_source.html" class="external-link">the
 documentation</a> of this table and choose a column that looks
@@ -879,7 +867,7 @@ <h3 class="callout-title">Exercise (3 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>For example, we can add radial_velocity : Radial velocity (double,
 Velocity[km/s] ) - Spectroscopic radial velocity in the solar
@@ -912,8 +900,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="asynchronous-queries">Asynchronous queries<a class="anchor" aria-label="anchor" href="#asynchronous-queries"></a>
-<a class="anchor" aria-label="anchor" href="#asynchronous-queries"></a></h2>
+</section><section><h2 class="section-heading" id="asynchronous-queries">Asynchronous queries<a class="anchor" aria-label="anchor" href="#asynchronous-queries"></a></h2>
 <hr class="half-width"><p><code>launch_job</code> asks the server to run the job
 “synchronously”, which normally means it runs immediately. But
 synchronous jobs are limited to 2000 rows. For queries that return more
@@ -1000,8 +987,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="different-results" class="callout-inner">
-<h3 class="callout-title">Different results<a class="anchor" aria-label="anchor" href="#different-results"></a>
-</h3>
+<h3 class="callout-title">Different results</h3>
 <div class="callout-content">
 <p>Your results for this query may differ from the Instructor’s. This is
 because <code>TOP 3000</code> returns 3000 results, but those results
@@ -1014,8 +1000,7 @@ <h3 class="callout-title">Different results<a class="anchor" aria-label="anchor"
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 <div id="exercise-5-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes"></a>
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+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>The clauses in a query have to be in the right order. Go back and
 change the order of the clauses in <code>query2</code> and run it again.
@@ -1040,7 +1025,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <p>In this example, the WHERE clause is in the wrong place.</p>
 <div class="codewrapper">
@@ -1057,8 +1042,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="operators">Operators<a class="anchor" aria-label="anchor" href="#operators"></a>
-<a class="anchor" aria-label="anchor" href="#operators"></a></h2>
+</section><section><h2 class="section-heading" id="operators">Operators<a class="anchor" aria-label="anchor" href="#operators"></a></h2>
 <hr class="half-width"><p>In a <code>WHERE</code> clause, you can use any of the <a href="https://www.w3schools.com/sql/sql_operators.asp" class="external-link">SQL comparison
 operators</a>; here are the most common ones:</p>
 <table class="table"><thead><tr class="header"><th>Symbol</th>
@@ -1090,8 +1074,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes-1" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes-1"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p><a href="https://www.w3schools.com/sql/sql_operators.asp" class="external-link">Read about
 SQL operators here</a> and then modify the previous query to select rows
@@ -1105,7 +1088,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <p>Here is a solution using <code>&gt;</code> and <code>&lt;</code>
 operators:</p>
@@ -1147,8 +1130,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 temperature, low luminosity. A star like that at GD-1’s distance would
 be hard to detect, so if it is detected, it is more likely to be in the
 foreground.</p>
-</section><section><h2 class="section-heading" id="formatting-queries">Formatting queries<a class="anchor" aria-label="anchor" href="#formatting-queries"></a>
-<a class="anchor" aria-label="anchor" href="#formatting-queries"></a></h2>
+</section><section><h2 class="section-heading" id="formatting-queries">Formatting queries<a class="anchor" aria-label="anchor" href="#formatting-queries"></a></h2>
 <hr class="half-width"><p>The queries we have written so far are string “literals”, meaning
 that the entire string is part of the program. But writing queries
 yourself can be slow, repetitive, and error-prone.</p>
@@ -1271,8 +1253,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-10-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (10 minutes)<a class="anchor" aria-label="anchor" href="#exercise-10-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (10 minutes)</h3>
 <div class="callout-content">
 <p>This query always selects sources with <code>parallax</code> less
 than 1. But suppose you want to take that upper bound as an input.</p>
@@ -1289,7 +1270,7 @@ <h3 class="callout-title">Exercise (10 minutes)<a class="anchor" aria-label="anc
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb47">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1310,8 +1291,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a>
-<a class="anchor" aria-label="anchor" href="#summary"></a></h2>
+</section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a></h2>
 <hr class="half-width"><p>This episode has demonstrated the following steps:</p>
 <ol style="list-style-type: decimal"><li><p>Making a connection to the Gaia server,</p></li>
 <li><p>Exploring information about the database and the tables it
@@ -1327,8 +1307,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>If you can’t download an entire dataset (or it is not practical) use
 queries to select the data you need.</li>
@@ -1388,7 +1367,7 @@ <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">
@@ -1411,7 +1390,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/astronomy-python/01-query.html",
   "dateCreated": "2020-05-11",
   "dateModified": "2023-05-15",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/02-coords.html b/02-coords.html
index 217c80e3..de529347 100644
--- a/02-coords.html
+++ b/02-coords.html
@@ -288,10 +288,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -311,7 +311,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -387,8 +387,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="check-square"></i>
 </div>
 <div id="outline" class="callout-inner">
-<h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#outline"></a>
-</h3>
+<h3 class="callout-title">Outline</h3>
 <div class="callout-content">
 <p>We’ll start with an example that does a “cone search”; that is, it
 selects stars that appear in a circular region of the sky.</p>
@@ -405,8 +404,7 @@ <h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#ou
 </ul></div>
 </div>
 </div>
-<section><h2 class="section-heading" id="working-with-units">Working with Units<a class="anchor" aria-label="anchor" href="#working-with-units"></a>
-<a class="anchor" aria-label="anchor" href="#working-with-units"></a></h2>
+<section><h2 class="section-heading" id="working-with-units">Working with Units<a class="anchor" aria-label="anchor" href="#working-with-units"></a></h2>
 <hr class="half-width"><p>The measurements we will work with are physical quantities, which
 means that they have two parts, a value and a unit. For example, the
 coordinate 30<sup>°</sup> has value 30 and its units are degrees.</p>
@@ -512,8 +510,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>Create a quantity that represents 5 <a href="https://en.wikipedia.org/wiki/Minute_and_second_of_arc" class="external-link">arcminutes</a>
 and assign it to a variable called <code>radius</code>.</p>
@@ -540,8 +537,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="selecting-a-region">Selecting a Region<a class="anchor" aria-label="anchor" href="#selecting-a-region"></a>
-<a class="anchor" aria-label="anchor" href="#selecting-a-region"></a></h2>
+</section><section><h2 class="section-heading" id="selecting-a-region">Selecting a Region<a class="anchor" aria-label="anchor" href="#selecting-a-region"></a></h2>
 <hr class="half-width"><p>One of the most common ways to restrict a query is to select stars in
 a particular region of the sky. For example, here is a query from the <a href="https://gea.esac.esa.int/archive-help/adql/examples/index.html" class="external-link">Gaia
 archive documentation</a> that selects objects in a circular region
@@ -624,8 +620,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes-1" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes-1"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>When you are debugging queries like this, you can use
 <code>TOP</code> to limit the size of the results, but then you still
@@ -673,8 +668,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="getting-gd-1-data">Getting GD-1 Data<a class="anchor" aria-label="anchor" href="#getting-gd-1-data"></a>
-<a class="anchor" aria-label="anchor" href="#getting-gd-1-data"></a></h2>
+</section><section><h2 class="section-heading" id="getting-gd-1-data">Getting GD-1 Data<a class="anchor" aria-label="anchor" href="#getting-gd-1-data"></a></h2>
 <hr class="half-width"><p>From the Price-Whelan and Bonaca paper, we will try to reproduce <a href="https://www.astroexplorer.org/details/apjlaad7b5f1/eyJrZXlXb3JkcyI6IlByaWNlLVdoZWxhbiIsImF1dGhvciI6IlByaWNlLVdoZWxhbiIsImZyb21ZZWFyIjoyMDE4LCJ0b1llYXIiOjIwMTgsInBhZ2UiOjEsInNob3ciOiIyMDAifQ" class="external-link">Figure
 1</a>, which includes this representation of stars likely to belong to
 GD-1:</p>
@@ -693,8 +687,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 center of GD-1, from -55 to -45 degrees φ<sub>1</sub> and -8 to 4
 degrees φ<sub>2</sub>. First we will learn how to represent these
 coordinates with Astropy.</p>
-</section><section><h2 class="section-heading" id="transforming-coordinates">Transforming coordinates<a class="anchor" aria-label="anchor" href="#transforming-coordinates"></a>
-<a class="anchor" aria-label="anchor" href="#transforming-coordinates"></a></h2>
+</section><section><h2 class="section-heading" id="transforming-coordinates">Transforming coordinates<a class="anchor" aria-label="anchor" href="#transforming-coordinates"></a></h2>
 <hr class="half-width"><p>Astronomy makes use of many different <a href="https://en.wikipedia.org/wiki/Celestial_coordinate_system" class="external-link">coordinate
 systems</a>. Transforming between coordinate systems is a common task in
 observational astronomy, and thankfully, Astropy has abstracted the
@@ -751,8 +744,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="coordinate-variables" class="callout-inner">
-<h3 class="callout-title">Coordinate Variables<a class="anchor" aria-label="anchor" href="#coordinate-variables"></a>
-</h3>
+<h3 class="callout-title">Coordinate Variables</h3>
 <div class="callout-content">
 <p>Notice that in the Galactic frame, the coordinates are the variables
 we usually use for Galactic longitude and latitude called <code>l</code>
@@ -806,8 +798,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-10-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (10 minutes)<a class="anchor" aria-label="anchor" href="#exercise-10-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (10 minutes)</h3>
 <div class="callout-content">
 <p>Find the location of GD-1 in ICRS coordinates.</p>
 <ol style="list-style-type: decimal"><li><p>Create a <code>SkyCoord</code> object at 0°, 0° in the GD-1
@@ -839,8 +830,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <p>Notice that the origin of the GD-1 frame maps to <code>ra=200</code>,
 exactly, in ICRS. That is by design.</p>
-</section><section><h2 class="section-heading" id="selecting-a-rectangle">Selecting a rectangle<a class="anchor" aria-label="anchor" href="#selecting-a-rectangle"></a>
-<a class="anchor" aria-label="anchor" href="#selecting-a-rectangle"></a></h2>
+</section><section><h2 class="section-heading" id="selecting-a-rectangle">Selecting a rectangle<a class="anchor" aria-label="anchor" href="#selecting-a-rectangle"></a></h2>
 <hr class="half-width"><p>Now that we know how to define coordinate transformations, we are
 going to use them to get a list of stars that are in GD-1. As we
 mentioned before, this is a lot of stars, so we are going to start by
@@ -923,8 +913,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <p>Notice that a rectangle in one coordinate system is not necessarily a
 rectangle in another. In this example, the result is a (non-rectangular)
 polygon. This is why we defined our rectangle in the GD-1 frame.</p>
-</section><section><h2 class="section-heading" id="defining-a-polygon">Defining a polygon<a class="anchor" aria-label="anchor" href="#defining-a-polygon"></a>
-<a class="anchor" aria-label="anchor" href="#defining-a-polygon"></a></h2>
+</section><section><h2 class="section-heading" id="defining-a-polygon">Defining a polygon<a class="anchor" aria-label="anchor" href="#defining-a-polygon"></a></h2>
 <hr class="half-width"><p>In order to use this polygon as part of an ADQL query, we have to
 convert it to a string with a comma-separated list of coordinates, as in
 this example:</p>
@@ -1005,8 +994,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code><span><span class="st">'146.275, 19.2619, 135.422, 25.8774, 141.603, 34.3048, 152.817, 27.1361, 146.275, 19.2619'</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="assembling-the-query">Assembling the query<a class="anchor" aria-label="anchor" href="#assembling-the-query"></a>
-<a class="anchor" aria-label="anchor" href="#assembling-the-query"></a></h2>
+</section><section><h2 class="section-heading" id="assembling-the-query">Assembling the query<a class="anchor" aria-label="anchor" href="#assembling-the-query"></a></h2>
 <hr class="half-width"><p>Now we are ready to assemble our query to get all of the stars in the
 Gaia catalog that are in the small rectangle we defined and are likely
 to be part of GD-1 with the criteria we previously defined.</p>
@@ -1186,8 +1174,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <p>There are more than 100,000 stars in this polygon, but that’s a
 manageable size to work with.</p>
-</section><section><h2 class="section-heading" id="saving-results">Saving results<a class="anchor" aria-label="anchor" href="#saving-results"></a>
-<a class="anchor" aria-label="anchor" href="#saving-results"></a></h2>
+</section><section><h2 class="section-heading" id="saving-results">Saving results<a class="anchor" aria-label="anchor" href="#saving-results"></a></h2>
 <hr class="half-width"><p>This is the set of stars we will work with in the next step. Since we
 have a substantial dataset now, this is a good time to save it.</p>
 <p>Storing the data in a file means we can shut down our notebook and
@@ -1220,8 +1207,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code><span><span class="fl">6.4324951171875</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a>
-<a class="anchor" aria-label="anchor" href="#summary"></a></h2>
+</section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a></h2>
 <hr class="half-width"><p>In this notebook, we composed more complex queries to select stars
 within a polygonal region of the sky. Then we downloaded the results and
 saved them in a FITS file.</p>
@@ -1233,8 +1219,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>For measurements with units, use <code>Quantity</code> objects that
 represent units explicitly and check for errors.</li>
@@ -1284,7 +1269,7 @@ <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">
@@ -1307,7 +1292,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/astronomy-python/02-coords.html",
   "dateCreated": "2020-05-11",
   "dateModified": "2023-05-15",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/03-transform.html b/03-transform.html
index 598109a6..33892778 100644
--- a/03-transform.html
+++ b/03-transform.html
@@ -286,10 +286,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -309,7 +309,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -390,8 +390,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="check-square"></i>
 </div>
 <div id="outline" class="callout-inner">
-<h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#outline"></a>
-</h3>
+<h3 class="callout-title">Outline</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal"><li><p>We will read back the results from the previous lesson, which we
 saved in a FITS file.</p></li>
@@ -407,8 +406,7 @@ <h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#ou
 <i class="callout-icon" data-feather="check"></i>
 </div>
 <div id="starting-from-this-episode" class="callout-inner">
-<h3 class="callout-title">Starting from this episode<a class="anchor" aria-label="anchor" href="#starting-from-this-episode"></a>
-</h3>
+<h3 class="callout-title">Starting from this episode</h3>
 <div class="callout-content">
 <p>If you are starting a new notebook for this episode, expand this
 section for information you will need to get started.</p>
@@ -456,8 +454,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="selecting-rows-and-columns">Selecting rows and columns<a class="anchor" aria-label="anchor" href="#selecting-rows-and-columns"></a>
-<a class="anchor" aria-label="anchor" href="#selecting-rows-and-columns"></a></h2>
+<section><h2 class="section-heading" id="selecting-rows-and-columns">Selecting rows and columns<a class="anchor" aria-label="anchor" href="#selecting-rows-and-columns"></a></h2>
 <hr class="half-width"><p>In the previous episode, we selected spatial and proper motion
 information from the Gaia catalog for stars around a small part of GD-1.
 The output was returned as an Astropy <code>Table</code>. We can use
@@ -586,8 +583,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code><span><span class="fl">142.48301935991023</span></span></code></pre>
 </div>
 <p>You get the same result either way.</p>
-</section><section><h2 class="section-heading" id="scatter-plot">Scatter plot<a class="anchor" aria-label="anchor" href="#scatter-plot"></a>
-<a class="anchor" aria-label="anchor" href="#scatter-plot"></a></h2>
+</section><section><h2 class="section-heading" id="scatter-plot">Scatter plot<a class="anchor" aria-label="anchor" href="#scatter-plot"></a></h2>
 <hr class="half-width"><p>To see what the results look like, we will use a scatter plot. The
 library we will use is <a href="https://matplotlib.org/" class="external-link">Matplotlib</a>,
 which is the most widely-used plotting library for Python. The
@@ -606,8 +602,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="keeping-plots-in-the-notebook" class="callout-inner">
-<h3 class="callout-title">Keeping plots in the notebook<a class="anchor" aria-label="anchor" href="#keeping-plots-in-the-notebook"></a>
-</h3>
+<h3 class="callout-title">Keeping plots in the notebook</h3>
 <div class="callout-content">
 <p>In recent versions of Jupyter, plots appear “inline”; that is, they
 are part of the notebook. In some older versions, plots appear in a new
@@ -669,8 +664,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>In the call to <code>plt.plot</code>, use the keyword argument
 <code>markersize</code> to make the markers smaller.</p>
@@ -708,8 +702,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="transform-back">Transform back<a class="anchor" aria-label="anchor" href="#transform-back"></a>
-<a class="anchor" aria-label="anchor" href="#transform-back"></a></h2>
+</section><section><h2 class="section-heading" id="transform-back">Transform back<a class="anchor" aria-label="anchor" href="#transform-back"></a></h2>
 <hr class="half-width"><p>Remember that we selected data from a rectangle of coordinates in the
 GD-1 frame, then transformed them to ICRS when we constructed the query.
 The coordinates in the query results are in ICRS.</p>
@@ -773,8 +766,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <p>The result is another <code>SkyCoord</code> object, now in the GD-1
 frame.</p>
-</section><section><h2 class="section-heading" id="reflex-correction">Reflex Correction<a class="anchor" aria-label="anchor" href="#reflex-correction"></a>
-<a class="anchor" aria-label="anchor" href="#reflex-correction"></a></h2>
+</section><section><h2 class="section-heading" id="reflex-correction">Reflex Correction<a class="anchor" aria-label="anchor" href="#reflex-correction"></a></h2>
 <hr class="half-width"><p>The next step is to correct the proper motion measurements for the
 effect of the motion of our solar system around the Galactic center.</p>
 <p>When we created <code>skycoord</code>, we provided constant values
@@ -830,8 +822,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <figure><img src="fig/03-transform_files/03-transform_43_0.png" alt="Scatter plot of phi1 versus phi2 in GD-1 coordinates, showing selected region is rectangular." class="figure mx-auto d-block"></figure><p>We started with a rectangle in the GD-1 frame. When transformed to
 the ICRS frame, it is a non-rectangular region. Now, transformed back to
 the GD-1 frame, it is a rectangle again.</p>
-</section><section><h2 class="section-heading" id="pandas-dataframe">Pandas DataFrame<a class="anchor" aria-label="anchor" href="#pandas-dataframe"></a>
-<a class="anchor" aria-label="anchor" href="#pandas-dataframe"></a></h2>
+</section><section><h2 class="section-heading" id="pandas-dataframe">Pandas DataFrame<a class="anchor" aria-label="anchor" href="#pandas-dataframe"></a></h2>
 <hr class="half-width"><p>At this point we have two objects containing different sets of the
 data relating to identifying stars in GD-1. <code>polygon_results</code>
 is the Astropy <code>Table</code> we downloaded from Gaia.</p>
@@ -918,8 +909,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Callout<a class="anchor" aria-label="anchor" href="#callout2"></a>
-</h3>
+<h3 class="callout-title">Callout</h3>
 <div class="callout-content">
 <p>Detail If you notice that <code>SkyCoord</code> has an attribute
 called <code>proper_motion</code>, you might wonder why we are not using
@@ -936,8 +926,7 @@ <h3 class="callout-title">Callout<a class="anchor" aria-label="anchor" href="#ca
 </div>
 <div id="pandas-dataframes-versus-astropy-tables" class="callout-inner">
 <h3 class="callout-title">Pandas <code>DataFrame</code>s versus Astropy
-<code>Table</code>s<a class="anchor" aria-label="anchor" href="#pandas-dataframes-versus-astropy-tables"></a>
-</h3>
+<code>Table</code>s</h3>
 <div class="callout-content">
 <p>Two common choices are the Pandas <code>DataFrame</code> and Astropy
 <code>Table</code>. Pandas <code>DataFrame</code>s and Astropy
@@ -1007,8 +996,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="attributes-vs-functions" class="callout-inner">
-<h3 class="callout-title">Attributes vs functions<a class="anchor" aria-label="anchor" href="#attributes-vs-functions"></a>
-</h3>
+<h3 class="callout-title">Attributes vs functions</h3>
 <div class="callout-content">
 <p><code>shape</code> is an attribute, so we display its value without
 calling it as a function.</p>
@@ -1071,8 +1059,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb44-1"><a href="#cb44-1" tabindex="-1"></a>results_df <span class="op">=</span> make_dataframe(polygon_results)</span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="saving-the-dataframe">Saving the DataFrame<a class="anchor" aria-label="anchor" href="#saving-the-dataframe"></a>
-<a class="anchor" aria-label="anchor" href="#saving-the-dataframe"></a></h2>
+</section><section><h2 class="section-heading" id="saving-the-dataframe">Saving the DataFrame<a class="anchor" aria-label="anchor" href="#saving-the-dataframe"></a></h2>
 <hr class="half-width"><p>At this point we have run a successful query and combined the results
 into a single <code>DataFrame</code>. This is a good time to save the
 data.</p>
@@ -1128,8 +1115,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 an existing HDF5 file. We will use the argument <code>mode='w'</code> to
 overwrite the file if it already exists rather than append another
 dataset to it.</p>
-</section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a>
-<a class="anchor" aria-label="anchor" href="#summary"></a></h2>
+</section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a></h2>
 <hr class="half-width"><p>In this episode, we re-loaded the Gaia data we saved from a previous
 query.</p>
 <p>We transformed the coordinates and proper motion from ICRS to a frame
@@ -1147,8 +1133,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>When you make a scatter plot, adjust the size of the markers and
 their transparency so the figure is not overplotted; otherwise it can
@@ -1201,7 +1186,7 @@ <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">
@@ -1224,7 +1209,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/astronomy-python/03-transform.html",
   "dateCreated": "2020-05-11",
   "dateModified": "2024-05-07",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/04-motion.html b/04-motion.html
index 529b1ced..843bd42f 100644
--- a/04-motion.html
+++ b/04-motion.html
@@ -286,10 +286,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -309,7 +309,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -387,8 +387,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="check-square"></i>
 </div>
 <div id="outline" class="callout-inner">
-<h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#outline"></a>
-</h3>
+<h3 class="callout-title">Outline</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal"><li><p>We will put those results into a Pandas <code>DataFrame</code>,
 which we will use to select stars near the centerline of GD-1.</p></li>
@@ -405,8 +404,7 @@ <h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#ou
 <i class="callout-icon" data-feather="check"></i>
 </div>
 <div id="starting-from-this-episode" class="callout-inner">
-<h3 class="callout-title">Starting from this episode<a class="anchor" aria-label="anchor" href="#starting-from-this-episode"></a>
-</h3>
+<h3 class="callout-title">Starting from this episode</h3>
 <div class="callout-content">
 <p>If you are starting a new notebook for this episode, expand this
 section for information you will need to get started.</p>
@@ -453,8 +451,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="exploring-data">Exploring data<a class="anchor" aria-label="anchor" href="#exploring-data"></a>
-<a class="anchor" aria-label="anchor" href="#exploring-data"></a></h2>
+<section><h2 class="section-heading" id="exploring-data">Exploring data<a class="anchor" aria-label="anchor" href="#exploring-data"></a></h2>
 <hr class="half-width"><p>One benefit of using Pandas is that it provides functions for
 exploring the data and checking for problems. One of the most useful of
 these functions is <code>describe</code>, which computes summary
@@ -485,8 +482,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-10-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (10 minutes)<a class="anchor" aria-label="anchor" href="#exercise-10-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (10 minutes)</h3>
 <div class="callout-content">
 <p>Review the summary statistics in this table.</p>
 <ul><li><p>Do the values make sense based on what you know about the
@@ -515,8 +511,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="plot-proper-motion">Plot proper motion<a class="anchor" aria-label="anchor" href="#plot-proper-motion"></a>
-<a class="anchor" aria-label="anchor" href="#plot-proper-motion"></a></h2>
+</section><section><h2 class="section-heading" id="plot-proper-motion">Plot proper motion<a class="anchor" aria-label="anchor" href="#plot-proper-motion"></a></h2>
 <hr class="half-width"><p>Now we are ready to replicate one of the panels in Figure 1 of the
 Price-Whelan and Bonaca paper, the one that shows components of proper
 motion as a scatter plot:</p>
@@ -575,8 +570,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <p>To see the cluster more clearly, we need a sample that contains a
 higher proportion of stars in GD-1. We will do that by selecting stars
 close to the centerline.</p>
-</section><section><h2 class="section-heading" id="selecting-the-centerline">Selecting the centerline<a class="anchor" aria-label="anchor" href="#selecting-the-centerline"></a>
-<a class="anchor" aria-label="anchor" href="#selecting-the-centerline"></a></h2>
+</section><section><h2 class="section-heading" id="selecting-the-centerline">Selecting the centerline<a class="anchor" aria-label="anchor" href="#selecting-the-centerline"></a></h2>
 <hr class="half-width"><p>As we can see in the following figure, many stars in GD-1 are less
 than 1 degree from the line <code>phi2=0</code>.</p>
 <figure><img src="fig/gd1-4.png" alt="Scatter plot with selection on proper motion and photometry showing many stars in GD-1 are within 1 degree of phi2 = 0." class="figure mx-auto d-block"></figure><p>Stars near this line have the highest probability of being in
@@ -644,8 +638,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="logical-operators" class="callout-inner">
-<h3 class="callout-title">Logical operators<a class="anchor" aria-label="anchor" href="#logical-operators"></a>
-</h3>
+<h3 class="callout-title">Logical operators</h3>
 <div class="callout-content">
 <p>Python’s logical operators (<code>and</code>, <code>or</code>, and
 <code>not</code>) do not work with NumPy or Pandas. Both libraries use
@@ -713,8 +706,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <p>There are about 25,000 stars in this region, about 18% of the
 total.</p>
-</section><section><h2 class="section-heading" id="plotting-proper-motion">Plotting proper motion<a class="anchor" aria-label="anchor" href="#plotting-proper-motion"></a>
-<a class="anchor" aria-label="anchor" href="#plotting-proper-motion"></a></h2>
+</section><section><h2 class="section-heading" id="plotting-proper-motion">Plotting proper motion<a class="anchor" aria-label="anchor" href="#plotting-proper-motion"></a></h2>
 <hr class="half-width"><p>This is the second time we are plotting proper motion, and we can
 imagine we might do it a few more times. Instead of copying and pasting
 the previous code, we will write a function that we can reuse on any
@@ -757,8 +749,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <p>In the next episode we will go back and select stars from a larger
 region. But first we will use the proper motion data to identify stars
 likely to be in GD-1.</p>
-</section><section><h2 class="section-heading" id="filtering-based-on-proper-motion">Filtering based on proper motion<a class="anchor" aria-label="anchor" href="#filtering-based-on-proper-motion"></a>
-<a class="anchor" aria-label="anchor" href="#filtering-based-on-proper-motion"></a></h2>
+</section><section><h2 class="section-heading" id="filtering-based-on-proper-motion">Filtering based on proper motion<a class="anchor" aria-label="anchor" href="#filtering-based-on-proper-motion"></a></h2>
 <hr class="half-width"><p>The next step is to select stars in the “overdense” region of proper
 motion, which are candidates to be in GD-1.</p>
 <p>In the original paper, Price-Whelan and Bonaca used a polygon to
@@ -921,8 +912,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb42-1"><a href="#cb42-1" tabindex="-1"></a>plot_pm_selection(selected_df)</span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="saving-the-dataframe">Saving the DataFrame<a class="anchor" aria-label="anchor" href="#saving-the-dataframe"></a>
-<a class="anchor" aria-label="anchor" href="#saving-the-dataframe"></a></h2>
+</section><section><h2 class="section-heading" id="saving-the-dataframe">Saving the DataFrame<a class="anchor" aria-label="anchor" href="#saving-the-dataframe"></a></h2>
 <hr class="half-width"><p>At this point we have run a successful query and cleaned up the
 results. This is a good time to save the data. We have already started a
 results file called gd1_data.hdf which we wrote <code>results_df</code>
@@ -953,8 +943,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>We are going to need <code>centerline_df</code> later as well. Write
 a line of code to add it as a second Dataset in the HDF5 file.</p>
@@ -1014,8 +1003,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="context-managers" class="callout-inner">
-<h3 class="callout-title">Context Managers<a class="anchor" aria-label="anchor" href="#context-managers"></a>
-</h3>
+<h3 class="callout-title">Context Managers</h3>
 <div class="callout-content">
 <p>We use a <code>with</code> statement here to open the file before the
 print statement and (automatically) close it after. Read more about <a href="https://book.pythontips.com/en/latest/context_managers.html" class="external-link">context
@@ -1025,8 +1013,7 @@ <h3 class="callout-title">Context Managers<a class="anchor" aria-label="anchor"
 </div>
 <p>The keys are the names of the Datasets which makes it easy for us to
 remember which <code>DataFrame</code> is in which Dataset.</p>
-</section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a>
-<a class="anchor" aria-label="anchor" href="#summary"></a></h2>
+</section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a></h2>
 <hr class="half-width"><p>In this episode, we re-loaded the transformed Gaia data we saved from
 a previous query.</p>
 <p>Then we prototyped the selection process from the Price-Whelan and
@@ -1047,8 +1034,7 @@ <h3 class="callout-title">Context Managers<a class="anchor" aria-label="anchor"
 <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>A workflow is often prototyped on a small set of data which can be
 explored more easily and used to identify ways to limit a dataset to
@@ -1094,7 +1080,7 @@ <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">
@@ -1117,7 +1103,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/astronomy-python/04-motion.html",
   "dateCreated": "2020-05-11",
   "dateModified": "2024-05-07",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/05-select.html b/05-select.html
index aa335506..19b5e241 100644
--- a/05-select.html
+++ b/05-select.html
@@ -284,10 +284,10 @@ <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>
@@ -307,7 +307,7 @@ <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">
@@ -385,8 +385,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="check-square"></i>
 </div>
 <div id="outline" class="callout-inner">
-<h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#outline"></a>
-</h3>
+<h3 class="callout-title">Outline</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal"><li><p>Using data from the previous episode, we will identify the values
 of proper motion for stars likely to be in GD-1.</p></li>
@@ -402,8 +401,7 @@ <h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#ou
 <i class="callout-icon" data-feather="check"></i>
 </div>
 <div id="starting-from-this-episode" class="callout-inner">
-<h3 class="callout-title">Starting from this episode<a class="anchor" aria-label="anchor" href="#starting-from-this-episode"></a>
-</h3>
+<h3 class="callout-title">Starting from this episode</h3>
 <div class="callout-content">
 <p>If you are starting a new notebook for this episode, expand this
 section for information you will need to get started.</p>
@@ -412,7 +410,7 @@ <h3 class="callout-title">Starting from this episode<a class="anchor" aria-label
 <button class="accordion-button spoiler-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSpoiler1" aria-expanded="false" aria-controls="collapseSpoiler1">
   <h3 class="accordion-header" id="headingSpoiler1">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div> Read me </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
 <div class="accordion-body">
 <p>Previously, we ran a query on the Gaia server, downloaded data for
 roughly 140,000 stars, and saved the data in a FITS file. We then
@@ -467,8 +465,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="selection-by-proper-motion">Selection by proper motion<a class="anchor" aria-label="anchor" href="#selection-by-proper-motion"></a>
-<a class="anchor" aria-label="anchor" href="#selection-by-proper-motion"></a></h2>
+<section><h2 class="section-heading" id="selection-by-proper-motion">Selection by proper motion<a class="anchor" aria-label="anchor" href="#selection-by-proper-motion"></a></h2>
 <hr class="half-width"><p>Let us review how we got to this point.</p>
 <ol style="list-style-type: decimal"><li><p>We made an ADQL query to the Gaia server to get data for stars in
 the vicinity of a small part of GD-1.</p></li>
@@ -551,8 +548,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>Looking at the proper motion of the stars we identified along the
 centerline of GD-1, in the ICRS reference frame define a rectangle
@@ -568,7 +564,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" 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="cb8">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -582,8 +578,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="assembling-the-query">Assembling the query<a class="anchor" aria-label="anchor" href="#assembling-the-query"></a>
-<a class="anchor" aria-label="anchor" href="#assembling-the-query"></a></h2>
+</section><section><h2 class="section-heading" id="assembling-the-query">Assembling the query<a class="anchor" aria-label="anchor" href="#assembling-the-query"></a></h2>
 <hr class="half-width"><p>In episode 2 we used the following query to select stars in a
 polygonal region around a small part of GD-1 with a few filters on color
 and distance (parallax):</p>
@@ -681,8 +676,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
   AND 1 = CONTAINS(POINT(ra, dec),
                    POLYGON(135.306, 8.39862, 126.51, 13.4449, 163.017, 54.2424, 172.933, 46.4726, 135.306, 8.39862))</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="selecting-proper-motion">Selecting proper motion<a class="anchor" aria-label="anchor" href="#selecting-proper-motion"></a>
-<a class="anchor" aria-label="anchor" href="#selecting-proper-motion"></a></h2>
+</section><section><h2 class="section-heading" id="selecting-proper-motion">Selecting proper motion<a class="anchor" aria-label="anchor" href="#selecting-proper-motion"></a></h2>
 <hr class="half-width"><p>Now we are ready to add a <code>WHERE</code> clause to select stars
 whose proper motion falls range we defined in the last exercise.</p>
 <div id="exercise-10-minutes" class="callout challenge">
@@ -690,8 +684,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-10-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (10 minutes)<a class="anchor" aria-label="anchor" href="#exercise-10-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (10 minutes)</h3>
 <div class="callout-content">
 <p>Define <code>candidate_coord_pm_query_base</code>, starting with
 <code>candidate_coord_query_base</code> and adding two new
@@ -709,7 +702,7 @@ <h3 class="callout-title">Exercise (10 minutes)<a class="anchor" aria-label="anc
 <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="cb18">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -734,8 +727,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes-1" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes-1"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>Use <code>format</code> to format
 <code>candidate_coord_pm_query_base</code> and define
@@ -751,7 +743,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <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">
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@@ -808,8 +800,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="between-vs-polygon" class="callout-inner">
-<h3 class="callout-title">BETWEEN vs POLYGON<a class="anchor" aria-label="anchor" href="#between-vs-polygon"></a>
-</h3>
+<h3 class="callout-title">BETWEEN vs POLYGON</h3>
 <div class="callout-content">
 <p>You may be wondering why we used <code>BETWEEN</code> for proper
 motion when we previously used <code>POLYGON</code> for coordinates.
@@ -889,8 +880,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="performance-warning" class="callout-inner">
-<h3 class="callout-title">Performance Warning<a class="anchor" aria-label="anchor" href="#performance-warning"></a>
-</h3>
+<h3 class="callout-title">Performance Warning</h3>
 <div class="callout-content">
 <p>You may see the previous command issue this or a similar performance
 warning:</p>
@@ -911,8 +901,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="plotting-one-more-time">Plotting one more time<a class="anchor" aria-label="anchor" href="#plotting-one-more-time"></a>
-<a class="anchor" aria-label="anchor" href="#plotting-one-more-time"></a></h2>
+</section><section><h2 class="section-heading" id="plotting-one-more-time">Plotting one more time<a class="anchor" aria-label="anchor" href="#plotting-one-more-time"></a></h2>
 <hr class="half-width"><p>Now we can examine the results:</p>
 <div class="codewrapper sourceCode" id="cb30">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -966,8 +955,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <figure><img height="150" src="fig/gd1-4.png" alt="Figure from Price-Whelan and Bonaca paper showing phi1 vs phi2 in GD-1 after selecting on proper motion and photometry." class="figure mx-auto d-block"></figure><p>Later we will learn how to add annotations like the ones in the
 figure and customize the style of the figure to present the results
 clearly and compellingly.</p>
-</section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a>
-<a class="anchor" aria-label="anchor" href="#summary"></a></h2>
+</section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a></h2>
 <hr class="half-width"><p>In the previous episode we downloaded data for a large number of
 stars and then selected a small fraction of them based on proper
 motion.</p>
@@ -986,8 +974,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>When possible, ‘move the computation to the data’; that is, do as
 much of the work as possible on the database server before downloading
@@ -1031,7 +1018,7 @@ <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">
@@ -1054,7 +1041,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/astronomy-python/05-select.html",
   "dateCreated": "2020-05-11",
   "dateModified": "2024-05-07",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/06-join.html b/06-join.html
index d9679d1a..fc0dfb36 100644
--- a/06-join.html
+++ b/06-join.html
@@ -290,10 +290,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -313,7 +313,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -395,8 +395,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="check-square"></i>
 </div>
 <div id="outline" class="callout-inner">
-<h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#outline"></a>
-</h3>
+<h3 class="callout-title">Outline</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal"><li><p>We will reload the candidate stars we identified in the previous
 episode.</p></li>
@@ -413,8 +412,7 @@ <h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#ou
 <i class="callout-icon" data-feather="check"></i>
 </div>
 <div id="starting-from-this-episode" class="callout-inner">
-<h3 class="callout-title">Starting from this episode<a class="anchor" aria-label="anchor" href="#starting-from-this-episode"></a>
-</h3>
+<h3 class="callout-title">Starting from this episode</h3>
 <div class="callout-content">
 <p>If you are starting a new notebook for this episode, expand this
 section for information you will need to get started.</p>
@@ -423,7 +421,7 @@ <h3 class="callout-title">Starting from this episode<a class="anchor" aria-label
 <button class="accordion-button spoiler-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSpoiler1" aria-expanded="false" aria-controls="collapseSpoiler1">
   <h3 class="accordion-header" id="headingSpoiler1">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div> Read me </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
 <div class="accordion-body">
 <p>In the previous episode, we define a rectangle around stars in GD-1
 in spatial coordinates and in proper motion which we transformed into
@@ -465,8 +463,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="getting-photometry-data">Getting photometry data<a class="anchor" aria-label="anchor" href="#getting-photometry-data"></a>
-<a class="anchor" aria-label="anchor" href="#getting-photometry-data"></a></h2>
+<section><h2 class="section-heading" id="getting-photometry-data">Getting photometry data<a class="anchor" aria-label="anchor" href="#getting-photometry-data"></a></h2>
 <hr class="half-width"><p>The Gaia dataset contains some photometry data, including the
 variable <code>bp_rp</code>, which contains BP-RP color (the difference
 in mean flux between the BP and RP bands). We use this variable to
@@ -489,8 +486,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="a-caveat-about-matching-stars-between-catalogs" class="callout-inner">
-<h3 class="callout-title">A caveat about matching stars between catalogs<a class="anchor" aria-label="anchor" href="#a-caveat-about-matching-stars-between-catalogs"></a>
-</h3>
+<h3 class="callout-title">A caveat about matching stars between catalogs</h3>
 <div class="callout-content">
 <p>In general, choosing a star from the Gaia catalog and finding the
 corresponding star in the Pan-STARRS catalog is not easy. This kind of
@@ -511,8 +507,7 @@ <h3 class="callout-title">A caveat about matching stars between catalogs<a class
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="the-best-neighbor-table">The best neighbor table<a class="anchor" aria-label="anchor" href="#the-best-neighbor-table"></a>
-<a class="anchor" aria-label="anchor" href="#the-best-neighbor-table"></a></h2>
+</section><section><h2 class="section-heading" id="the-best-neighbor-table">The best neighbor table<a class="anchor" aria-label="anchor" href="#the-best-neighbor-table"></a></h2>
 <hr class="half-width"><p>So the hard part of cross-matching has been done for us. Using the
 results is a little tricky, but it gives us a chance to learn about one
 of the most important tools for working with databases: “joining”
@@ -544,8 +539,7 @@ <h3 class="callout-title">A caveat about matching stars between catalogs<a class
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="british-vs-american-spelling-of-neighbour" class="callout-inner">
-<h3 class="callout-title">British vs American Spelling of Neighbour<a class="anchor" aria-label="anchor" href="#british-vs-american-spelling-of-neighbour"></a>
-</h3>
+<h3 class="callout-title">British vs American Spelling of Neighbour</h3>
 <div class="callout-content">
 <p>The Gaia database was created and is maintained by the European Space
 Astronomy Center. For this reason, the table spellings use the British
@@ -622,8 +616,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="number-of-neighbors" class="callout-inner">
-<h3 class="callout-title">Number of neighbors<a class="anchor" aria-label="anchor" href="#number-of-neighbors"></a>
-</h3>
+<h3 class="callout-title">Number of neighbors</h3>
 <div class="callout-content">
 <p>The table also contains <code>number_of_neighbours</code> which is
 the number of stars in Pan-STARRS that match in terms of position,
@@ -672,8 +665,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 6700154994715046016                           1               0      69743055581721207
 6757061941303252736                           1               0      69742856540241198</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="the-pan-starrs-table">The Pan-STARRS table<a class="anchor" aria-label="anchor" href="#the-pan-starrs-table"></a>
-<a class="anchor" aria-label="anchor" href="#the-pan-starrs-table"></a></h2>
+</section><section><h2 class="section-heading" id="the-pan-starrs-table">The Pan-STARRS table<a class="anchor" aria-label="anchor" href="#the-pan-starrs-table"></a></h2>
 <hr class="half-width"><p>Now that we know the Pan-STARRS <code>obj_id</code>, we are ready to
 match this to the photometry in the
 <code>panstarrs1_original_valid</code> table. Here is the metadata for
@@ -784,8 +776,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 67132026238911331             -- 20.9062995910645
 67553513677687787             -- 21.2831001281738</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="joining-tables">Joining tables<a class="anchor" aria-label="anchor" href="#joining-tables"></a>
-<a class="anchor" aria-label="anchor" href="#joining-tables"></a></h2>
+</section><section><h2 class="section-heading" id="joining-tables">Joining tables<a class="anchor" aria-label="anchor" href="#joining-tables"></a></h2>
 <hr class="half-width"><p>The following figure shows how these tables are related.</p>
 <ul><li><p>The orange circles and arrows represent the first
 <code>JOIN</code> operation, which takes each <code>source_id</code> in
@@ -923,8 +914,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 3322773724537891456 88.81308602813434 ... -33.078133430952086
 [Output truncated]</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="adding-the-best-neighbor-table">Adding the best neighbor table<a class="anchor" aria-label="anchor" href="#adding-the-best-neighbor-table"></a>
-<a class="anchor" aria-label="anchor" href="#adding-the-best-neighbor-table"></a></h2>
+</section><section><h2 class="section-heading" id="adding-the-best-neighbor-table">Adding the best neighbor table<a class="anchor" aria-label="anchor" href="#adding-the-best-neighbor-table"></a></h2>
 <hr class="half-width"><p>Now we are ready for the first join. The join operation requires two
 clauses:</p>
 <ul><li><p><code>JOIN</code> specifies the name of the table we want to join
@@ -958,8 +948,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="sql-detail" class="callout-inner">
-<h3 class="callout-title">SQL detail<a class="anchor" aria-label="anchor" href="#sql-detail"></a>
-</h3>
+<h3 class="callout-title">SQL detail</h3>
 <div class="callout-content">
 <p>In this example, the <code>ON</code> column has the same name in both
 tables, so we could replace the <code>ON</code> clause with a simpler <a href="https://docs.oracle.com/javadb/10.8.3.0/ref/rrefsqljusing.html" class="external-link"><code>USING</code>clause</a>:</p>
@@ -1058,15 +1047,13 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 “inner” join because the results include only the intersection of the
 two tables. <a href="https://www.geeksforgeeks.org/sql-join-set-1-inner-left-right-and-full-joins/" class="external-link">You
 can read about the other kinds of join here</a>.</p>
-</section><section><h2 class="section-heading" id="adding-the-pan-starrs-table">Adding the Pan-STARRS table<a class="anchor" aria-label="anchor" href="#adding-the-pan-starrs-table"></a>
-<a class="anchor" aria-label="anchor" href="#adding-the-pan-starrs-table"></a></h2>
+</section><section><h2 class="section-heading" id="adding-the-pan-starrs-table">Adding the Pan-STARRS table<a class="anchor" aria-label="anchor" href="#adding-the-pan-starrs-table"></a></h2>
 <hr class="half-width"><div id="exercise-15-minutes" class="callout challenge">
 <div class="callout-square">
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-15-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (15 minutes)<a class="anchor" aria-label="anchor" href="#exercise-15-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (15 minutes)</h3>
 <div class="callout-content">
 <p>Now we are ready to bring in the Pan-STARRS table. Starting with the
 previous query, add a second <code>JOIN</code> clause that joins with
@@ -1085,7 +1072,7 @@ <h3 class="callout-title">Exercise (15 minutes)<a class="anchor" aria-label="anc
 <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="cb45">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1141,8 +1128,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="selecting-by-coordinates-and-proper-motion">Selecting by coordinates and proper motion<a class="anchor" aria-label="anchor" href="#selecting-by-coordinates-and-proper-motion"></a>
-<a class="anchor" aria-label="anchor" href="#selecting-by-coordinates-and-proper-motion"></a></h2>
+</section><section><h2 class="section-heading" id="selecting-by-coordinates-and-proper-motion">Selecting by coordinates and proper motion<a class="anchor" aria-label="anchor" href="#selecting-by-coordinates-and-proper-motion"></a></h2>
 <hr class="half-width"><p>We are now going to replace the cone search with the GD-1 selection
 that we built in previous episodes. We will start by making sure that
 our previous query works, then add in the <code>JOIN</code>. Now we will
@@ -1232,8 +1218,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-15-minutes-1" class="callout-inner">
-<h3 class="callout-title">Exercise (15 minutes)<a class="anchor" aria-label="anchor" href="#exercise-15-minutes-1"></a>
-</h3>
+<h3 class="callout-title">Exercise (15 minutes)</h3>
 <div class="callout-content">
 <p>Create a new query base called <code>candidate_join_query_base</code>
 that combines the <code>WHERE</code> clauses from the previous query
@@ -1252,7 +1237,7 @@ <h3 class="callout-title">Exercise (15 minutes)<a class="anchor" aria-label="anc
 <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="cb54">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1292,8 +1277,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="checking-the-match">Checking the match<a class="anchor" aria-label="anchor" href="#checking-the-match"></a>
-<a class="anchor" aria-label="anchor" href="#checking-the-match"></a></h2>
+</section><section><h2 class="section-heading" id="checking-the-match">Checking the match<a class="anchor" aria-label="anchor" href="#checking-the-match"></a></h2>
 <hr class="half-width"><p>To get more information about the matching process, we can inspect
 <code>best_neighbour_multiplicity</code>, which indicates for each star
 in Gaia how many stars in Pan-STARRS are equally likely matches.</p>
@@ -1350,8 +1334,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="numpy-mask-warning" class="callout-inner">
-<h3 class="callout-title">Numpy Mask Warning<a class="anchor" aria-label="anchor" href="#numpy-mask-warning"></a>
-</h3>
+<h3 class="callout-title">Numpy Mask Warning</h3>
 <div class="callout-content">
 <p>You may see a warning that ends with the following phrase:</p>
 <p><code>site-packages/numpy/lib/function_base.py:4650:</code></p>
@@ -1391,8 +1374,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <p>All values in this column are <code>0</code>, which means that for
 each match we found in Pan-STARRS, there are no other stars in Gaia that
 also match.</p>
-</section><section><h2 class="section-heading" id="saving-the-dataframe">Saving the DataFrame<a class="anchor" aria-label="anchor" href="#saving-the-dataframe"></a>
-<a class="anchor" aria-label="anchor" href="#saving-the-dataframe"></a></h2>
+</section><section><h2 class="section-heading" id="saving-the-dataframe">Saving the DataFrame<a class="anchor" aria-label="anchor" href="#saving-the-dataframe"></a></h2>
 <hr class="half-width"><p>We can make a <code>DataFrame</code> from our Astropy
 <code>Table</code> and save our results so we can pick up where we left
 off without running this query again. Once again, we will make use of
@@ -1426,8 +1408,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code><span><span class="fl">15.422508239746094</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="another-file-format---csv">Another file format - CSV<a class="anchor" aria-label="anchor" href="#another-file-format---csv"></a>
-<a class="anchor" aria-label="anchor" href="#another-file-format---csv"></a></h2>
+</section><section><h2 class="section-heading" id="another-file-format---csv">Another file format - CSV<a class="anchor" aria-label="anchor" href="#another-file-format---csv"></a></h2>
 <hr class="half-width"><p>Pandas can write a variety of other formats, <a href="https://pandas.pydata.org/pandas-docs/stable/user_guide/io.html" class="external-link">which
 you can read about here</a>. We won’t cover all of them, but one other
 important one is <a href="https://en.wikipedia.org/wiki/Comma-separated_values" class="external-link">CSV</a>,
@@ -1519,8 +1500,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 functions for writing and reading CSV files provide options to avoid
 that problem, but this is an example of the kind of thing that can go
 wrong with CSV files.</p>
-</section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a>
-<a class="anchor" aria-label="anchor" href="#summary"></a></h2>
+</section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a></h2>
 <hr class="half-width"><p>In this episode, we used database <code>JOIN</code> operations to
 select photometry data for the stars we’ve identified as candidates to
 be in GD-1.</p>
@@ -1532,8 +1512,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Use <code>JOIN</code> operations to combine data from multiple
 tables in a database, using some kind of identifier to match up records
@@ -1586,7 +1565,7 @@ <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">
@@ -1609,7 +1588,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/astronomy-python/06-join.html",
   "dateCreated": "2020-05-11",
   "dateModified": "2024-05-07",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/07-photo.html b/07-photo.html
index b64f227b..dfda12c0 100644
--- a/07-photo.html
+++ b/07-photo.html
@@ -287,10 +287,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -310,7 +310,7 @@ <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">
@@ -394,8 +394,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="check-square"></i>
 </div>
 <div id="outline" class="callout-inner">
-<h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#outline"></a>
-</h3>
+<h3 class="callout-title">Outline</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal"><li><p>We will reload the data from the previous episode and make a
 color-magnitude diagram.</p></li>
@@ -410,8 +409,7 @@ <h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#ou
 <i class="callout-icon" data-feather="check"></i>
 </div>
 <div id="starting-from-this-episode" class="callout-inner">
-<h3 class="callout-title">Starting from this episode<a class="anchor" aria-label="anchor" href="#starting-from-this-episode"></a>
-</h3>
+<h3 class="callout-title">Starting from this episode</h3>
 <div class="callout-content">
 <p>If you are starting a new notebook for this episode, expand this
 section for information you will need to get started.</p>
@@ -420,7 +418,7 @@ <h3 class="callout-title">Starting from this episode<a class="anchor" aria-label
 <button class="accordion-button spoiler-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSpoiler1" aria-expanded="false" aria-controls="collapseSpoiler1">
   <h3 class="accordion-header" id="headingSpoiler1">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div> Read me </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
 <div class="accordion-body">
 <p>In the previous episode, we selected stars in GD-1 based on proper
 motion and downloaded the spatial, proper motion, and photometry
@@ -459,8 +457,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="plotting-photometry-data">Plotting photometry data<a class="anchor" aria-label="anchor" href="#plotting-photometry-data"></a>
-<a class="anchor" aria-label="anchor" href="#plotting-photometry-data"></a></h2>
+<section><h2 class="section-heading" id="plotting-photometry-data">Plotting photometry data<a class="anchor" aria-label="anchor" href="#plotting-photometry-data"></a></h2>
 <hr class="half-width"><p>Now that we have photometry data from Pan-STARRS, we can produce a <a href="https://coolwiki.ipac.caltech.edu/index.php/Color-Magnitude_and_Color-Color_plots_Overview" class="external-link">color-magnitude
 diagram</a> to replicate the diagram from the original paper:</p>
 <figure><img width="300" src="fig/gd1-3.png" alt="Color-magnitude diagram for the stars selected based on proper motion, from Price-Whelan and Bonaca paper." class="figure mx-auto d-block"></figure><p>The y-axis shows the apparent magnitude of each source with the <a href="https://en.wikipedia.org/wiki/Photometric_system" class="external-link">g
@@ -472,8 +469,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="a-slight-detour-for-non-domain-experts" class="callout-inner">
-<h3 class="callout-title">A slight detour for non-domain experts<a class="anchor" aria-label="anchor" href="#a-slight-detour-for-non-domain-experts"></a>
-</h3>
+<h3 class="callout-title">A slight detour for non-domain experts</h3>
 <div class="callout-content">
 <p>If you are wondering (as a non-domain expert) how to interpret this
 color-magnitude diagram, please expand the section below.</p>
@@ -482,7 +478,7 @@ <h3 class="callout-title">A slight detour for non-domain experts<a class="anchor
 <button class="accordion-button spoiler-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSpoiler2" aria-expanded="false" aria-controls="collapseSpoiler2">
   <h3 class="accordion-header" id="headingSpoiler2">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div> The color magnitude diagram of GD-1 and foreground stars </h3>
 </button>
-<div id="collapseSpoiler2" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler2" aria-labelledby="headingSpoiler2">
+<div id="collapseSpoiler2" class="accordion-collapse collapse" aria-labelledby="headingSpoiler2" data-bs-parent="#accordionSpoiler2">
 <div class="accordion-body">
 <p>As a pathologist can easily point to tumor on a biopsy slide, so too
 can astronomers who study stellar populations see two stellar main
@@ -605,8 +601,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <figure><img src="fig/07-photo_files/07-photo_12_0.png" alt="Color magnitude diagram of our selected stars showing overdense region in lower left." class="figure mx-auto d-block"></figure><p>In the next section we will use an isochrone to specify a polygon
 that contains this overdense region.</p>
-</section><section><h2 class="section-heading" id="isochrone">Isochrone<a class="anchor" aria-label="anchor" href="#isochrone"></a>
-<a class="anchor" aria-label="anchor" href="#isochrone"></a></h2>
+</section><section><h2 class="section-heading" id="isochrone">Isochrone<a class="anchor" aria-label="anchor" href="#isochrone"></a></h2>
 <hr class="half-width"><p>Given our understanding of the age, metallicity, and distance to GD-1
 we can overlay a theoretical isochrone for GD-1 from the MESA Isochrones
 and Stellar Tracks and better identify the main sequence of GD-1.</p>
@@ -615,8 +610,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="calculating-isochrone" class="callout-inner">
-<h3 class="callout-title">Calculating Isochrone<a class="anchor" aria-label="anchor" href="#calculating-isochrone"></a>
-</h3>
+<h3 class="callout-title">Calculating Isochrone</h3>
 <div class="callout-content">
 <p>In fact, we can use <a href="https://waps.cfa.harvard.edu/MIST/" class="external-link">MESA
 Isochrones &amp; Stellar Tracks</a> (MIST) to compute it for us. Using
@@ -631,8 +625,7 @@ <h3 class="callout-title">Calculating Isochrone<a class="anchor" aria-label="anc
 </ul></div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="making-a-polygon">Making a polygon<a class="anchor" aria-label="anchor" href="#making-a-polygon"></a>
-<a class="anchor" aria-label="anchor" href="#making-a-polygon"></a></h2>
+</section><section><h2 class="section-heading" id="making-a-polygon">Making a polygon<a class="anchor" aria-label="anchor" href="#making-a-polygon"></a></h2>
 <hr class="half-width"><p>The MIST isochrone files available on the website above can not be
 directly plotted over our data. We have selected the relevant part of
 the isochrone, the filters we are interested in, and scaled the
@@ -735,8 +728,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code>&lt;Figure size 432x288 with 1 Axes&gt;</code></pre>
 </div>
-<figure><img src="fig/07-photo_files/07-photo_62_0.png" alt="Color magnitude diagram of our selected stars showing left boundary as blue curve and right boundary as orange curve." class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="which-points-are-in-the-polygon">Which points are in the polygon?<a class="anchor" aria-label="anchor" href="#which-points-are-in-the-polygon"></a>
-<a class="anchor" aria-label="anchor" href="#which-points-are-in-the-polygon"></a></h2>
+<figure><img src="fig/07-photo_files/07-photo_62_0.png" alt="Color magnitude diagram of our selected stars showing left boundary as blue curve and right boundary as orange curve." class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="which-points-are-in-the-polygon">Which points are in the polygon?<a class="anchor" aria-label="anchor" href="#which-points-are-in-the-polygon"></a></h2>
 <hr class="half-width"><p>Matplotlib provides a <code>Polygon</code> object that we can use to
 check which points fall in the polygon we just constructed.</p>
 <p>To make a <code>Polygon</code>, we need to assemble <code>g</code>,
@@ -850,8 +842,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>When we encounter a new object, it is good to create a toy example to
 test that it does what we think it does. Define a list of two points
@@ -868,7 +859,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" 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="cb30">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -894,8 +885,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <p>We are almost ready to select stars whose photometry data falls in
 this polygon. But first we need to do some data cleaning.</p>
-</section><section><h2 class="section-heading" id="save-the-polygon">Save the polygon<a class="anchor" aria-label="anchor" href="#save-the-polygon"></a>
-<a class="anchor" aria-label="anchor" href="#save-the-polygon"></a></h2>
+</section><section><h2 class="section-heading" id="save-the-polygon">Save the polygon<a class="anchor" aria-label="anchor" href="#save-the-polygon"></a></h2>
 <hr class="half-width"><p><a href="https://en.wikipedia.org/wiki/Reproducibility#Reproducible_research" class="external-link">Reproducibile
 research</a> is “the idea that … the full computational environment used
 to produce the results in the paper such as the code, data, etc. can be
@@ -914,8 +904,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb33-1"><a href="#cb33-1" tabindex="-1"></a>filename <span class="op">=</span> <span class="st">'gd1_data.hdf'</span></span>
 <span id="cb33-2"><a href="#cb33-2" tabindex="-1"></a>loop_df.to_hdf(filename, <span class="st">'loop_df'</span>)</span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="selecting-based-on-photometry">Selecting based on photometry<a class="anchor" aria-label="anchor" href="#selecting-based-on-photometry"></a>
-<a class="anchor" aria-label="anchor" href="#selecting-based-on-photometry"></a></h2>
+</section><section><h2 class="section-heading" id="selecting-based-on-photometry">Selecting based on photometry<a class="anchor" aria-label="anchor" href="#selecting-based-on-photometry"></a></h2>
 <hr class="half-width"><p>Now we will check how many of the candidate stars are inside the
 polygon we chose. <code>contains_points</code> expects a list of (x,y)
 pairs. As with creating the <code>Polygon</code>,
@@ -962,8 +951,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes-1" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes-1"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>Boolean values are stored as 0s and 1s. <code>FALSE</code> = 0 and
 <code>TRUE</code> = 1. Use this information to determine the number of
@@ -976,7 +964,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <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="cb38">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1088,8 +1076,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code>&lt;Figure size 1000x250 with 1 Axes&gt;</code></pre>
 </div>
-<figure><img src="fig/08-plot_files/08-plot_13_0.png" alt="phi 1 and phi 2 of selected stars in the GD-1 frame after selecting for both proper motion and photometry." class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="write-the-data">Write the data<a class="anchor" aria-label="anchor" href="#write-the-data"></a>
-<a class="anchor" aria-label="anchor" href="#write-the-data"></a></h2>
+<figure><img src="fig/08-plot_files/08-plot_13_0.png" alt="phi 1 and phi 2 of selected stars in the GD-1 frame after selecting for both proper motion and photometry." class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="write-the-data">Write the data<a class="anchor" aria-label="anchor" href="#write-the-data"></a></h2>
 <hr class="half-width"><p>Finally, we will write the selected stars to a file.</p>
 <div class="codewrapper sourceCode" id="cb48">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1108,8 +1095,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code><span><span class="fl">15.486198425292969</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a>
-<a class="anchor" aria-label="anchor" href="#summary"></a></h2>
+</section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a></h2>
 <hr class="half-width"><p>In this episode, we used photometry data from Pan-STARRS to draw a
 color-magnitude diagram. We used an isochrone to define a polygon and
 select stars we think are likely to be in GD-1. Plotting the results, we
@@ -1120,8 +1106,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Matplotlib provides operations for working with points, polygons,
 and other geometric entities, so it is not just for making figures.</li>
@@ -1168,7 +1153,7 @@ <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">
@@ -1191,7 +1176,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/astronomy-python/07-photo.html",
   "dateCreated": "2020-05-11",
   "dateModified": "2024-05-07",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/08-plot.html b/08-plot.html
index e4707f37..239fa383 100644
--- a/08-plot.html
+++ b/08-plot.html
@@ -288,10 +288,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -311,7 +311,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="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">
@@ -390,8 +390,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="check-square"></i>
 </div>
 <div id="outline" class="callout-inner">
-<h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#outline"></a>
-</h3>
+<h3 class="callout-title">Outline</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal"><li><p>Starting with the figure from the previous episode, we will add
 annotations to present the results more clearly.</p></li>
@@ -407,8 +406,7 @@ <h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#ou
 <i class="callout-icon" data-feather="check"></i>
 </div>
 <div id="starting-from-this-episode" class="callout-inner">
-<h3 class="callout-title">Starting from this episode<a class="anchor" aria-label="anchor" href="#starting-from-this-episode"></a>
-</h3>
+<h3 class="callout-title">Starting from this episode</h3>
 <div class="callout-content">
 <p>If you are starting a new notebook for this episode, expand this
 section for information you will need to get started.</p>
@@ -417,7 +415,7 @@ <h3 class="callout-title">Starting from this episode<a class="anchor" aria-label
 <button class="accordion-button spoiler-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSpoiler1" aria-expanded="false" aria-controls="collapseSpoiler1">
   <h3 class="accordion-header" id="headingSpoiler1">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div> Read me </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
 <div class="accordion-body">
 <p>In the previous episode, we selected stars in GD-1 based on proper
 motion and downloaded the spatial, proper motion, and photometry
@@ -471,8 +469,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="making-figures-that-tell-a-story">Making Figures That Tell a Story<a class="anchor" aria-label="anchor" href="#making-figures-that-tell-a-story"></a>
-<a class="anchor" aria-label="anchor" href="#making-figures-that-tell-a-story"></a></h2>
+<section><h2 class="section-heading" id="making-figures-that-tell-a-story">Making Figures That Tell a Story<a class="anchor" aria-label="anchor" href="#making-figures-that-tell-a-story"></a></h2>
 <hr class="half-width"><p>The figures we have made so far have been “quick and dirty”. Mostly
 we have used Matplotlib’s default style, although we have adjusted a few
 parameters, like <code>markersize</code> and <code>alpha</code>, to
@@ -491,8 +488,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-10-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (10 minutes)<a class="anchor" aria-label="anchor" href="#exercise-10-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (10 minutes)</h3>
 <div class="callout-content">
 <p>Think about the following questions:</p>
 <ol style="list-style-type: decimal"><li><p>What is the primary scientific result of this work?</p></li>
@@ -511,7 +507,7 @@ <h3 class="callout-title">Exercise (10 minutes)<a class="anchor" aria-label="anc
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>No figure is perfect, and everyone can be a critic. Here are some
 topics that could come up in this discussion:</p>
@@ -552,8 +548,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="plotting-gd-1-with-annotations">Plotting GD-1 with Annotations<a class="anchor" aria-label="anchor" href="#plotting-gd-1-with-annotations"></a>
-<a class="anchor" aria-label="anchor" href="#plotting-gd-1-with-annotations"></a></h2>
+</section><section><h2 class="section-heading" id="plotting-gd-1-with-annotations">Plotting GD-1 with Annotations<a class="anchor" aria-label="anchor" href="#plotting-gd-1-with-annotations"></a></h2>
 <hr class="half-width"><p>The lower left panel in the paper uses three other features to
 present the results more clearly and compellingly:</p>
 <ul><li><p>A vertical dashed line to distinguish the previously undetected
@@ -566,8 +561,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-20-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (20 minutes)<a class="anchor" aria-label="anchor" href="#exercise-20-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (20 minutes)</h3>
 <div class="callout-content">
 <p>Plot the selected stars in <code>winner_df</code> using the
 <code>plot_cmd_selection</code> function and then choose any or all of
@@ -586,7 +580,7 @@ <h3 class="callout-title">Exercise (20 minutes)<a class="anchor" aria-label="anc
 <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="cb4">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -613,8 +607,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="customization">Customization<a class="anchor" aria-label="anchor" href="#customization"></a>
-<a class="anchor" aria-label="anchor" href="#customization"></a></h2>
+</section><section><h2 class="section-heading" id="customization">Customization<a class="anchor" aria-label="anchor" href="#customization"></a></h2>
 <hr class="half-width"><p>Matplotlib provides a default style that determines things like the
 colors of lines, the placement of labels and ticks on the axes, and many
 other properties.</p>
@@ -634,8 +627,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="note-on-accessibility" class="callout-inner">
-<h3 class="callout-title">Note on Accessibility<a class="anchor" aria-label="anchor" href="#note-on-accessibility"></a>
-</h3>
+<h3 class="callout-title">Note on Accessibility</h3>
 <div class="callout-content">
 <p>Customization offers a high degree of personalization for creating
 scientific visualizations. It is important to also create accessible
@@ -668,7 +660,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <div id="subplot-and-axes" class="callout-inner">
 <h3 class="callout-title">
 <code>subplot</code> and
-<code>axes</code><a class="anchor" aria-label="anchor" href="#subplot-and-axes"></a>
+<code>axes</code>
 </h3>
 <div class="callout-content">
 <p>Confusingly, in Matplotlib the objects <code>subplot</code> and
@@ -700,8 +692,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>Read the documentation of <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.axes.Axes.tick_params.html" class="external-link"><code>tick_params</code></a>
 and use it to put ticks on the top and right sides of the axes.</p>
@@ -713,7 +704,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <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="cb7">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -726,8 +717,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="rcparams">rcParams<a class="anchor" aria-label="anchor" href="#rcparams"></a>
-<a class="anchor" aria-label="anchor" href="#rcparams"></a></h2>
+</section><section><h2 class="section-heading" id="rcparams">rcParams<a class="anchor" aria-label="anchor" href="#rcparams"></a></h2>
 <hr class="half-width"><p>If you want to make a customization that applies to all figures in a
 notebook, you can use <code>rcParams</code>. When you import Matplotlib,
 a dictionary is created with default values for everything you can
@@ -756,8 +746,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes-1" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes-1"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>Plot the previous figure again, and see what font sizes have changed.
 Look up any other element of <code>rcParams</code>, change its value,
@@ -770,7 +759,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <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="cb11">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -807,8 +796,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <p>If the file doesn’t exist, you can download <a href="https://matplotlib.org/stable/tutorials/introductory/customizing.html#matplotlibrc-sample" class="external-link">a
 sample matplotlibrc file</a> to modify.</p>
-</section><section><h2 class="section-heading" id="style-sheets">Style sheets<a class="anchor" aria-label="anchor" href="#style-sheets"></a>
-<a class="anchor" aria-label="anchor" href="#style-sheets"></a></h2>
+</section><section><h2 class="section-heading" id="style-sheets">Style sheets<a class="anchor" aria-label="anchor" href="#style-sheets"></a></h2>
 <hr class="half-width"><p>It is possible that you would like multiple sets of defaults, for
 example, one default for plots for scientific papers and another for
 talks or posters. Because the <code>matplotlibrc</code> file is read
@@ -861,8 +849,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="return-to-default" class="callout-inner">
-<h3 class="callout-title">Return to Default<a class="anchor" aria-label="anchor" href="#return-to-default"></a>
-</h3>
+<h3 class="callout-title">Return to Default</h3>
 <div class="callout-content">
 <p>To switch back to the default style use</p>
 <div class="codewrapper sourceCode" id="cb16">
@@ -878,8 +865,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes-2" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes-2"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>Choose one of the styles on the list and select it by calling
 <code>use</code>. Then go back and plot one of the previous figures to
@@ -892,7 +878,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb17">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -938,8 +924,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb19-1"><a href="#cb19-1" tabindex="-1"></a>mpl.get_configdir()</span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="multiple-panels">Multiple panels<a class="anchor" aria-label="anchor" href="#multiple-panels"></a>
-<a class="anchor" aria-label="anchor" href="#multiple-panels"></a></h2>
+</section><section><h2 class="section-heading" id="multiple-panels">Multiple panels<a class="anchor" aria-label="anchor" href="#multiple-panels"></a></h2>
 <hr class="half-width"><p>So far we have been working with one figure at a time, but the figure
 we are replicating contains multiple panels. We will create each of
 these panels as a different subplot. Matplotlib has multiple functions
@@ -999,8 +984,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes-3" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes-3"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>What happens if you leave out <code>tight_layout</code>?</p>
 </div>
@@ -1011,7 +995,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution6" aria-expanded="false" aria-controls="collapseSolution6">
   <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
 <div class="accordion-body">
 <p>Without <code>tight_layout</code> the space between the panels is too
 small. In this situation, the titles from the lower plots overlap with
@@ -1021,8 +1005,7 @@ <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="adjusting-proportions">Adjusting proportions<a class="anchor" aria-label="anchor" href="#adjusting-proportions"></a>
-<a class="anchor" aria-label="anchor" href="#adjusting-proportions"></a></h2>
+</section><section><h2 class="section-heading" id="adjusting-proportions">Adjusting proportions<a class="anchor" aria-label="anchor" href="#adjusting-proportions"></a></h2>
 <hr class="half-width"><p>In the previous figure, the panels are all the same size. To get a
 better view of GD-1, we would like to stretch the panels on the left and
 compress the ones on the right.</p>
@@ -1065,8 +1048,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes-4" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes-4"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>In this example, the ratio of the widths of the panels is 3:1. How
 would you adjust it if you wanted the ratio to be 3:2?</p>
@@ -1078,7 +1060,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution7" aria-expanded="false" aria-controls="collapseSolution7">
   <h4 class="accordion-header" id="headingSolution7"> Show me the solution </h4>
 </button>
-<div id="collapseSolution7" class="accordion-collapse collapse" data-bs-parent="#accordionSolution7" aria-labelledby="headingSolution7">
+<div id="collapseSolution7" class="accordion-collapse collapse" aria-labelledby="headingSolution7" data-bs-parent="#accordionSolution7">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb24">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1105,8 +1087,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="adding-the-shaded-regions">Adding the shaded regions<a class="anchor" aria-label="anchor" href="#adding-the-shaded-regions"></a>
-<a class="anchor" aria-label="anchor" href="#adding-the-shaded-regions"></a></h2>
+</section><section><h2 class="section-heading" id="adding-the-shaded-regions">Adding the shaded regions<a class="anchor" aria-label="anchor" href="#adding-the-shaded-regions"></a></h2>
 <hr class="half-width"><p>The one thing our figure is missing is the shaded regions showing the
 stars selected by proper motion and around the isochrone in the color
 magnitude diagram.</p>
@@ -1190,8 +1171,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes-5" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes-5"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>Add a few lines to be run after the <code>plot_cmd</code> function to
 show the polygon we selected as a shaded area.</p>
@@ -1206,7 +1186,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution8" aria-expanded="false" aria-controls="collapseSolution8">
   <h4 class="accordion-header" id="headingSolution8"> Show me the solution </h4>
 </button>
-<div id="collapseSolution8" class="accordion-collapse collapse" data-bs-parent="#accordionSolution8" aria-labelledby="headingSolution8">
+<div id="collapseSolution8" class="accordion-collapse collapse" aria-labelledby="headingSolution8" data-bs-parent="#accordionSolution8">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb32">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1226,8 +1206,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes-6" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes-6"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>Add the <code>Polygon</code> patches you just created to the right
 panels of the four panel figure.</p>
@@ -1239,7 +1218,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution9" aria-expanded="false" aria-controls="collapseSolution9">
   <h4 class="accordion-header" id="headingSolution9"> Show me the solution </h4>
 </button>
-<div id="collapseSolution9" class="accordion-collapse collapse" data-bs-parent="#accordionSolution9" aria-labelledby="headingSolution9">
+<div id="collapseSolution9" class="accordion-collapse collapse" aria-labelledby="headingSolution9" data-bs-parent="#accordionSolution9">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb33">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1276,8 +1255,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a>
-<a class="anchor" aria-label="anchor" href="#summary"></a></h2>
+</section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a></h2>
 <hr class="half-width"><p>In this episode, we reverse-engineered the figure we have been
 replicating, identifying elements that seem effective and others that
 could be improved.</p>
@@ -1290,8 +1268,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Effective figures focus on telling a single story clearly and
 authentically. The major decisions needed in creating an effective
@@ -1344,7 +1321,7 @@ <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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@@ -1367,7 +1344,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/astronomy-python/08-plot.html",
   "dateCreated": "2020-05-11",
   "dateModified": "2024-05-07",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/404.html b/404.html
index a3e0af44..71a91a8d 100644
--- a/404.html
+++ b/404.html
@@ -288,10 +288,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -312,7 +312,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="https://datacarpentry.github.io/astronomy-python/aio.html" class="external-link">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="https://datacarpentry.github.io/astronomy-python/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">
@@ -329,8 +329,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
     <main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Page not found</h1>
         
-<section><h2 class="section-heading" id="our-apologies">Our apologies!<a class="anchor" aria-label="anchor" href="#our-apologies"></a>
-<a class="anchor" aria-label="anchor" href="#our-apologies"></a></h2>
+<section><h2 class="section-heading" id="our-apologies">Our apologies!<a class="anchor" aria-label="anchor" href="#our-apologies"></a></h2>
 <hr class="half-width"><p>We cannot seem to find the page you are looking for. Here are some
 tips that may help:</p>
 <ol style="list-style-type: decimal"><li>try going back to the <a href="javascript:history.back()">previous
@@ -365,7 +364,7 @@ <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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@@ -387,8 +386,8 @@ <h1>Page not found</h1>
   "url": "https://datacarpentry.github.io/astronomy-python/404.html",
   "identifier": "https://datacarpentry.github.io/astronomy-python/404.html",
   "dateCreated": "2020-05-11",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
+  "dateModified": "2024-08-27",
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index 484935fd..91b3270e 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -269,10 +269,10 @@ <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>
@@ -292,7 +292,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -380,7 +380,7 @@ <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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 		</footer></div> <!-- / div.container -->
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@@ -403,7 +403,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://datacarpentry.github.io/astronomy-python/CODE_OF_CONDUCT.html",
   "dateCreated": "2020-05-11",
   "dateModified": "2023-05-15",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index 1a239b9c..92ea1c3e 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -269,10 +269,10 @@ <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>
@@ -292,7 +292,7 @@ <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">
@@ -335,8 +335,7 @@ <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
@@ -369,8 +368,7 @@ <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>
@@ -390,8 +388,7 @@ <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>
@@ -431,7 +428,7 @@ <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">
@@ -454,7 +451,7 @@ <h1>Licenses</h1>
   "identifier": "https://datacarpentry.github.io/astronomy-python/LICENSE.html",
   "dateCreated": "2020-05-11",
   "dateModified": "2023-05-15",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index 8487ab08..8391f1ec 100644
--- a/aio.html
+++ b/aio.html
@@ -333,10 +333,10 @@ <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>
@@ -359,7 +359,7 @@ <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>
 
 
@@ -429,8 +429,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="check-square"></i>
 </div>
 <div id="outline" class="callout-inner">
-<h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#outline"></a>
-</h3>
+<h3 class="callout-title">Outline</h3>
 <div class="callout-content">
 <p>This episode demonstrates the steps for selecting and downloading
 data from the Gaia Database:</p>
@@ -446,7 +445,6 @@ <h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#ou
 </div>
 </div>
 <section><h2 class="section-heading" id="query-language">Query Language<a class="anchor" aria-label="anchor" href="#query-language"></a>
-<a class="anchor" aria-label="anchor" href="#query-language"></a>
 </h2>
 <hr class="half-width">
 <p>In order to select data from a database, you need to compose a query,
@@ -461,7 +459,6 @@ <h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#ou
 learn from <a href="https://www.gaia.ac.uk/data/gaia-data-release-1/adql-cookbook" class="external-link">this
 ADQL Cookbook</a>.</p>
 </section><section><h2 class="section-heading" id="using-jupyter">Using Jupyter<a class="anchor" aria-label="anchor" href="#using-jupyter"></a>
-<a class="anchor" aria-label="anchor" href="#using-jupyter"></a>
 </h2>
 <hr class="half-width">
 <p>If you have not worked with Jupyter notebooks before, you might start
@@ -505,7 +502,6 @@ <h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#ou
 <p>Before you continue with this lesson, you might want to explore the
 other menus and the toolbar to see what else you can do.</p>
 </section><section><h2 class="section-heading" id="connecting-to-gaia">Connecting to Gaia<a class="anchor" aria-label="anchor" href="#connecting-to-gaia"></a>
-<a class="anchor" aria-label="anchor" href="#connecting-to-gaia"></a>
 </h2>
 <hr class="half-width">
 <p>The library we will use to get Gaia data is <a href="https://astroquery.readthedocs.io/en/latest/" class="external-link">Astroquery</a>.
@@ -522,8 +518,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="old-versions-of-astroquery-output" class="callout-inner">
-<h3 class="callout-title">Old versions of astroquery output<a class="anchor" aria-label="anchor" href="#old-versions-of-astroquery-output"></a>
-</h3>
+<h3 class="callout-title">Old versions of astroquery output</h3>
 <div class="callout-content">
 <p>if you are using a version of astroquery that’s older than v0.4.4,
 you may see this output</p>
@@ -548,7 +543,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 stands for “Table Access Protocol”, which is a network protocol for
 sending queries to the database and getting back the results.</p>
 </section><section><h2 class="section-heading" id="databases-and-tables">Databases and Tables<a class="anchor" aria-label="anchor" href="#databases-and-tables"></a>
-<a class="anchor" aria-label="anchor" href="#databases-and-tables"></a>
 </h2>
 <hr class="half-width">
 <p>What is a database? Most generally, it can be any collection of data,
@@ -648,7 +642,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 Num. columns: 95</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="columns">Columns<a class="anchor" aria-label="anchor" href="#columns"></a>
-<a class="anchor" aria-label="anchor" href="#columns"></a>
 </h2>
 <hr class="half-width">
 <p>The following loop prints the names of the columns in the table.</p>
@@ -683,8 +676,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-2-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (2 minutes)<a class="anchor" aria-label="anchor" href="#exercise-2-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (2 minutes)</h3>
 <div class="callout-content">
 <p>One of the other tables we will use is
 <code>gaiadr2.panstarrs1_original_valid</code>. Use
@@ -698,7 +690,7 @@ <h3 class="callout-title">Exercise (2 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" 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="cb13">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -763,7 +755,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </section><section><h2 class="section-heading" id="writing-queries">Writing queries<a class="anchor" aria-label="anchor" href="#writing-queries"></a>
-<a class="anchor" aria-label="anchor" href="#writing-queries"></a>
 </h2>
 <hr class="half-width">
 <p>You might be wondering how we download these tables. With tables this
@@ -786,8 +777,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="triple-quotes-strings" class="callout-inner">
-<h3 class="callout-title">Triple-quotes strings<a class="anchor" aria-label="anchor" href="#triple-quotes-strings"></a>
-</h3>
+<h3 class="callout-title">Triple-quotes strings</h3>
 <div class="callout-content">
 <p>We use a <a href="https://docs.python.org/3/tutorial/introduction.html#strings" class="external-link">triple-quoted
 string</a> here so we can include line breaks in the query, which makes
@@ -873,8 +863,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="repetition" class="callout-inner">
-<h3 class="callout-title">Repetition<a class="anchor" aria-label="anchor" href="#repetition"></a>
-</h3>
+<h3 class="callout-title">Repetition</h3>
 <div class="callout-content">
 <p>Why is <code>table</code> repeated three times? The first is the name
 of the module, the second is the name of the submodule, and the third is
@@ -931,8 +920,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-3-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (3 minutes)<a class="anchor" aria-label="anchor" href="#exercise-3-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (3 minutes)</h3>
 <div class="callout-content">
 <p>Read <a href="https://gea.esac.esa.int/archive/documentation/GDR2/Gaia_archive/chap_datamodel/sec_dm_main_tables/ssec_dm_gaia_source.html" class="external-link">the
 documentation</a> of this table and choose a column that looks
@@ -947,7 +935,7 @@ <h3 class="callout-title">Exercise (3 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>For example, we can add radial_velocity : Radial velocity (double,
 Velocity[km/s] ) - Spectroscopic radial velocity in the solar
@@ -981,7 +969,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </section><section><h2 class="section-heading" id="asynchronous-queries">Asynchronous queries<a class="anchor" aria-label="anchor" href="#asynchronous-queries"></a>
-<a class="anchor" aria-label="anchor" href="#asynchronous-queries"></a>
 </h2>
 <hr class="half-width">
 <p><code>launch_job</code> asks the server to run the job
@@ -1072,8 +1059,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="different-results" class="callout-inner">
-<h3 class="callout-title">Different results<a class="anchor" aria-label="anchor" href="#different-results"></a>
-</h3>
+<h3 class="callout-title">Different results</h3>
 <div class="callout-content">
 <p>Your results for this query may differ from the Instructor’s. This is
 because <code>TOP 3000</code> returns 3000 results, but those results
@@ -1086,8 +1072,7 @@ <h3 class="callout-title">Different results<a class="anchor" aria-label="anchor"
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>The clauses in a query have to be in the right order. Go back and
 change the order of the clauses in <code>query2</code> and run it again.
@@ -1114,7 +1099,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <p>In this example, the WHERE clause is in the wrong place.</p>
 <div class="codewrapper">
@@ -1132,7 +1117,6 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 </div>
 </div>
 </section><section><h2 class="section-heading" id="operators">Operators<a class="anchor" aria-label="anchor" href="#operators"></a>
-<a class="anchor" aria-label="anchor" href="#operators"></a>
 </h2>
 <hr class="half-width">
 <p>In a <code>WHERE</code> clause, you can use any of the <a href="https://www.w3schools.com/sql/sql_operators.asp" class="external-link">SQL comparison
@@ -1186,8 +1170,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes-1" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes-1"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p><a href="https://www.w3schools.com/sql/sql_operators.asp" class="external-link">Read about
 SQL operators here</a> and then modify the previous query to select rows
@@ -1201,7 +1184,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <p>Here is a solution using <code>&gt;</code> and <code>&lt;</code>
 operators:</p>
@@ -1244,7 +1227,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 be hard to detect, so if it is detected, it is more likely to be in the
 foreground.</p>
 </section><section><h2 class="section-heading" id="formatting-queries">Formatting queries<a class="anchor" aria-label="anchor" href="#formatting-queries"></a>
-<a class="anchor" aria-label="anchor" href="#formatting-queries"></a>
 </h2>
 <hr class="half-width">
 <p>The queries we have written so far are string “literals”, meaning
@@ -1369,8 +1351,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-10-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (10 minutes)<a class="anchor" aria-label="anchor" href="#exercise-10-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (10 minutes)</h3>
 <div class="callout-content">
 <p>This query always selects sources with <code>parallax</code> less
 than 1. But suppose you want to take that upper bound as an input.</p>
@@ -1387,7 +1368,7 @@ <h3 class="callout-title">Exercise (10 minutes)<a class="anchor" aria-label="anc
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb47">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1409,7 +1390,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a>
-<a class="anchor" aria-label="anchor" href="#summary"></a>
 </h2>
 <hr class="half-width">
 <p>This episode has demonstrated the following steps:</p>
@@ -1429,8 +1409,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>If you can’t download an entire dataset (or it is not practical) use
@@ -1501,8 +1480,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="check-square"></i>
 </div>
 <div id="outline" class="callout-inner">
-<h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#outline"></a>
-</h3>
+<h3 class="callout-title">Outline</h3>
 <div class="callout-content">
 <p>We’ll start with an example that does a “cone search”; that is, it
 selects stars that appear in a circular region of the sky.</p>
@@ -1522,7 +1500,6 @@ <h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#ou
 </div>
 </div>
 <section><h2 class="section-heading" id="working-with-units">Working with Units<a class="anchor" aria-label="anchor" href="#working-with-units"></a>
-<a class="anchor" aria-label="anchor" href="#working-with-units"></a>
 </h2>
 <hr class="half-width">
 <p>The measurements we will work with are physical quantities, which
@@ -1630,8 +1607,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>Create a quantity that represents 5 <a href="https://en.wikipedia.org/wiki/Minute_and_second_of_arc" class="external-link">arcminutes</a>
 and assign it to a variable called <code>radius</code>.</p>
@@ -1659,7 +1635,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </section><section><h2 class="section-heading" id="selecting-a-region">Selecting a Region<a class="anchor" aria-label="anchor" href="#selecting-a-region"></a>
-<a class="anchor" aria-label="anchor" href="#selecting-a-region"></a>
 </h2>
 <hr class="half-width">
 <p>One of the most common ways to restrict a query is to select stars in
@@ -1746,8 +1721,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes-1" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes-1"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>When you are debugging queries like this, you can use
 <code>TOP</code> to limit the size of the results, but then you still
@@ -1796,7 +1770,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </section><section><h2 class="section-heading" id="getting-gd-1-data">Getting GD-1 Data<a class="anchor" aria-label="anchor" href="#getting-gd-1-data"></a>
-<a class="anchor" aria-label="anchor" href="#getting-gd-1-data"></a>
 </h2>
 <hr class="half-width">
 <p>From the Price-Whelan and Bonaca paper, we will try to reproduce <a href="https://www.astroexplorer.org/details/apjlaad7b5f1/eyJrZXlXb3JkcyI6IlByaWNlLVdoZWxhbiIsImF1dGhvciI6IlByaWNlLVdoZWxhbiIsImZyb21ZZWFyIjoyMDE4LCJ0b1llYXIiOjIwMTgsInBhZ2UiOjEsInNob3ciOiIyMDAifQ" class="external-link">Figure
@@ -1820,7 +1793,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 degrees φ<sub>2</sub>. First we will learn how to represent these
 coordinates with Astropy.</p>
 </section><section><h2 class="section-heading" id="transforming-coordinates">Transforming coordinates<a class="anchor" aria-label="anchor" href="#transforming-coordinates"></a>
-<a class="anchor" aria-label="anchor" href="#transforming-coordinates"></a>
 </h2>
 <hr class="half-width">
 <p>Astronomy makes use of many different <a href="https://en.wikipedia.org/wiki/Celestial_coordinate_system" class="external-link">coordinate
@@ -1879,8 +1851,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="coordinate-variables" class="callout-inner">
-<h3 class="callout-title">Coordinate Variables<a class="anchor" aria-label="anchor" href="#coordinate-variables"></a>
-</h3>
+<h3 class="callout-title">Coordinate Variables</h3>
 <div class="callout-content">
 <p>Notice that in the Galactic frame, the coordinates are the variables
 we usually use for Galactic longitude and latitude called <code>l</code>
@@ -1934,8 +1905,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-10-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (10 minutes)<a class="anchor" aria-label="anchor" href="#exercise-10-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (10 minutes)</h3>
 <div class="callout-content">
 <p>Find the location of GD-1 in ICRS coordinates.</p>
 <ol style="list-style-type: decimal">
@@ -1970,7 +1940,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <p>Notice that the origin of the GD-1 frame maps to <code>ra=200</code>,
 exactly, in ICRS. That is by design.</p>
 </section><section><h2 class="section-heading" id="selecting-a-rectangle">Selecting a rectangle<a class="anchor" aria-label="anchor" href="#selecting-a-rectangle"></a>
-<a class="anchor" aria-label="anchor" href="#selecting-a-rectangle"></a>
 </h2>
 <hr class="half-width">
 <p>Now that we know how to define coordinate transformations, we are
@@ -2056,7 +2025,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 rectangle in another. In this example, the result is a (non-rectangular)
 polygon. This is why we defined our rectangle in the GD-1 frame.</p>
 </section><section><h2 class="section-heading" id="defining-a-polygon">Defining a polygon<a class="anchor" aria-label="anchor" href="#defining-a-polygon"></a>
-<a class="anchor" aria-label="anchor" href="#defining-a-polygon"></a>
 </h2>
 <hr class="half-width">
 <p>In order to use this polygon as part of an ADQL query, we have to
@@ -2140,7 +2108,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code><span><span class="st">'146.275, 19.2619, 135.422, 25.8774, 141.603, 34.3048, 152.817, 27.1361, 146.275, 19.2619'</span></span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="assembling-the-query">Assembling the query<a class="anchor" aria-label="anchor" href="#assembling-the-query"></a>
-<a class="anchor" aria-label="anchor" href="#assembling-the-query"></a>
 </h2>
 <hr class="half-width">
 <p>Now we are ready to assemble our query to get all of the stars in the
@@ -2323,7 +2290,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <p>There are more than 100,000 stars in this polygon, but that’s a
 manageable size to work with.</p>
 </section><section><h2 class="section-heading" id="saving-results">Saving results<a class="anchor" aria-label="anchor" href="#saving-results"></a>
-<a class="anchor" aria-label="anchor" href="#saving-results"></a>
 </h2>
 <hr class="half-width">
 <p>This is the set of stars we will work with in the next step. Since we
@@ -2359,7 +2325,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code><span><span class="fl">6.4324951171875</span></span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a>
-<a class="anchor" aria-label="anchor" href="#summary"></a>
 </h2>
 <hr class="half-width">
 <p>In this notebook, we composed more complex queries to select stars
@@ -2373,8 +2338,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>For measurements with units, use <code>Quantity</code> objects that
@@ -2440,8 +2404,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="check-square"></i>
 </div>
 <div id="outline" class="callout-inner">
-<h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#outline"></a>
-</h3>
+<h3 class="callout-title">Outline</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal">
 <li><p>We will read back the results from the previous lesson, which we
@@ -2459,8 +2422,7 @@ <h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#ou
 <i class="callout-icon" data-feather="check"></i>
 </div>
 <div id="starting-from-this-episode" class="callout-inner">
-<h3 class="callout-title">Starting from this episode<a class="anchor" aria-label="anchor" href="#starting-from-this-episode"></a>
-</h3>
+<h3 class="callout-title">Starting from this episode</h3>
 <div class="callout-content">
 <p>If you are starting a new notebook for this episode, expand this
 section for information you will need to get started.</p>
@@ -2509,7 +2471,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 <section><h2 class="section-heading" id="selecting-rows-and-columns">Selecting rows and columns<a class="anchor" aria-label="anchor" href="#selecting-rows-and-columns"></a>
-<a class="anchor" aria-label="anchor" href="#selecting-rows-and-columns"></a>
 </h2>
 <hr class="half-width">
 <p>In the previous episode, we selected spatial and proper motion
@@ -2641,7 +2602,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <p>You get the same result either way.</p>
 </section><section><h2 class="section-heading" id="scatter-plot">Scatter plot<a class="anchor" aria-label="anchor" href="#scatter-plot"></a>
-<a class="anchor" aria-label="anchor" href="#scatter-plot"></a>
 </h2>
 <hr class="half-width">
 <p>To see what the results look like, we will use a scatter plot. The
@@ -2662,8 +2622,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="keeping-plots-in-the-notebook" class="callout-inner">
-<h3 class="callout-title">Keeping plots in the notebook<a class="anchor" aria-label="anchor" href="#keeping-plots-in-the-notebook"></a>
-</h3>
+<h3 class="callout-title">Keeping plots in the notebook</h3>
 <div class="callout-content">
 <p>In recent versions of Jupyter, plots appear “inline”; that is, they
 are part of the notebook. In some older versions, plots appear in a new
@@ -2727,8 +2686,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>In the call to <code>plt.plot</code>, use the keyword argument
 <code>markersize</code> to make the markers smaller.</p>
@@ -2767,7 +2725,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </section><section><h2 class="section-heading" id="transform-back">Transform back<a class="anchor" aria-label="anchor" href="#transform-back"></a>
-<a class="anchor" aria-label="anchor" href="#transform-back"></a>
 </h2>
 <hr class="half-width">
 <p>Remember that we selected data from a rectangle of coordinates in the
@@ -2838,7 +2795,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <p>The result is another <code>SkyCoord</code> object, now in the GD-1
 frame.</p>
 </section><section><h2 class="section-heading" id="reflex-correction">Reflex Correction<a class="anchor" aria-label="anchor" href="#reflex-correction"></a>
-<a class="anchor" aria-label="anchor" href="#reflex-correction"></a>
 </h2>
 <hr class="half-width">
 <p>The next step is to correct the proper motion measurements for the
@@ -2901,7 +2857,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 the ICRS frame, it is a non-rectangular region. Now, transformed back to
 the GD-1 frame, it is a rectangle again.</p>
 </section><section><h2 class="section-heading" id="pandas-dataframe">Pandas DataFrame<a class="anchor" aria-label="anchor" href="#pandas-dataframe"></a>
-<a class="anchor" aria-label="anchor" href="#pandas-dataframe"></a>
 </h2>
 <hr class="half-width">
 <p>At this point we have two objects containing different sets of the
@@ -2990,8 +2945,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Callout<a class="anchor" aria-label="anchor" href="#callout2"></a>
-</h3>
+<h3 class="callout-title">Callout</h3>
 <div class="callout-content">
 <p>Detail If you notice that <code>SkyCoord</code> has an attribute
 called <code>proper_motion</code>, you might wonder why we are not using
@@ -3008,8 +2962,7 @@ <h3 class="callout-title">Callout<a class="anchor" aria-label="anchor" href="#ca
 </div>
 <div id="pandas-dataframes-versus-astropy-tables" class="callout-inner">
 <h3 class="callout-title">Pandas <code>DataFrame</code>s versus Astropy
-<code>Table</code>s<a class="anchor" aria-label="anchor" href="#pandas-dataframes-versus-astropy-tables"></a>
-</h3>
+<code>Table</code>s</h3>
 <div class="callout-content">
 <p>Two common choices are the Pandas <code>DataFrame</code> and Astropy
 <code>Table</code>. Pandas <code>DataFrame</code>s and Astropy
@@ -3081,8 +3034,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="attributes-vs-functions" class="callout-inner">
-<h3 class="callout-title">Attributes vs functions<a class="anchor" aria-label="anchor" href="#attributes-vs-functions"></a>
-</h3>
+<h3 class="callout-title">Attributes vs functions</h3>
 <div class="callout-content">
 <p><code>shape</code> is an attribute, so we display its value without
 calling it as a function.</p>
@@ -3146,7 +3098,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb44-1"><a href="#cb44-1" tabindex="-1"></a>results_df <span class="op">=</span> make_dataframe(polygon_results)</span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="saving-the-dataframe">Saving the DataFrame<a class="anchor" aria-label="anchor" href="#saving-the-dataframe"></a>
-<a class="anchor" aria-label="anchor" href="#saving-the-dataframe"></a>
 </h2>
 <hr class="half-width">
 <p>At this point we have run a successful query and combined the results
@@ -3205,7 +3156,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 overwrite the file if it already exists rather than append another
 dataset to it.</p>
 </section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a>
-<a class="anchor" aria-label="anchor" href="#summary"></a>
 </h2>
 <hr class="half-width">
 <p>In this episode, we re-loaded the Gaia data we saved from a previous
@@ -3225,8 +3175,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>When you make a scatter plot, adjust the size of the markers and
@@ -3292,8 +3241,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="check-square"></i>
 </div>
 <div id="outline" class="callout-inner">
-<h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#outline"></a>
-</h3>
+<h3 class="callout-title">Outline</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal">
 <li><p>We will put those results into a Pandas <code>DataFrame</code>,
@@ -3312,8 +3260,7 @@ <h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#ou
 <i class="callout-icon" data-feather="check"></i>
 </div>
 <div id="starting-from-this-episode" class="callout-inner">
-<h3 class="callout-title">Starting from this episode<a class="anchor" aria-label="anchor" href="#starting-from-this-episode"></a>
-</h3>
+<h3 class="callout-title">Starting from this episode</h3>
 <div class="callout-content">
 <p>If you are starting a new notebook for this episode, expand this
 section for information you will need to get started.</p>
@@ -3361,7 +3308,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 <section><h2 class="section-heading" id="exploring-data">Exploring data<a class="anchor" aria-label="anchor" href="#exploring-data"></a>
-<a class="anchor" aria-label="anchor" href="#exploring-data"></a>
 </h2>
 <hr class="half-width">
 <p>One benefit of using Pandas is that it provides functions for
@@ -3394,8 +3340,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-10-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (10 minutes)<a class="anchor" aria-label="anchor" href="#exercise-10-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (10 minutes)</h3>
 <div class="callout-content">
 <p>Review the summary statistics in this table.</p>
 <ul>
@@ -3427,7 +3372,6 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </div>
 </div>
 </section><section><h2 class="section-heading" id="plot-proper-motion">Plot proper motion<a class="anchor" aria-label="anchor" href="#plot-proper-motion"></a>
-<a class="anchor" aria-label="anchor" href="#plot-proper-motion"></a>
 </h2>
 <hr class="half-width">
 <p>Now we are ready to replicate one of the panels in Figure 1 of the
@@ -3491,7 +3435,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 higher proportion of stars in GD-1. We will do that by selecting stars
 close to the centerline.</p>
 </section><section><h2 class="section-heading" id="selecting-the-centerline">Selecting the centerline<a class="anchor" aria-label="anchor" href="#selecting-the-centerline"></a>
-<a class="anchor" aria-label="anchor" href="#selecting-the-centerline"></a>
 </h2>
 <hr class="half-width">
 <p>As we can see in the following figure, many stars in GD-1 are less
@@ -3561,8 +3504,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="logical-operators" class="callout-inner">
-<h3 class="callout-title">Logical operators<a class="anchor" aria-label="anchor" href="#logical-operators"></a>
-</h3>
+<h3 class="callout-title">Logical operators</h3>
 <div class="callout-content">
 <p>Python’s logical operators (<code>and</code>, <code>or</code>, and
 <code>not</code>) do not work with NumPy or Pandas. Both libraries use
@@ -3631,7 +3573,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <p>There are about 25,000 stars in this region, about 18% of the
 total.</p>
 </section><section><h2 class="section-heading" id="plotting-proper-motion">Plotting proper motion<a class="anchor" aria-label="anchor" href="#plotting-proper-motion"></a>
-<a class="anchor" aria-label="anchor" href="#plotting-proper-motion"></a>
 </h2>
 <hr class="half-width">
 <p>This is the second time we are plotting proper motion, and we can
@@ -3677,7 +3618,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 region. But first we will use the proper motion data to identify stars
 likely to be in GD-1.</p>
 </section><section><h2 class="section-heading" id="filtering-based-on-proper-motion">Filtering based on proper motion<a class="anchor" aria-label="anchor" href="#filtering-based-on-proper-motion"></a>
-<a class="anchor" aria-label="anchor" href="#filtering-based-on-proper-motion"></a>
 </h2>
 <hr class="half-width">
 <p>The next step is to select stars in the “overdense” region of proper
@@ -3845,7 +3785,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb42-1"><a href="#cb42-1" tabindex="-1"></a>plot_pm_selection(selected_df)</span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="saving-the-dataframe">Saving the DataFrame<a class="anchor" aria-label="anchor" href="#saving-the-dataframe"></a>
-<a class="anchor" aria-label="anchor" href="#saving-the-dataframe"></a>
 </h2>
 <hr class="half-width">
 <p>At this point we have run a successful query and cleaned up the
@@ -3878,8 +3817,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>We are going to need <code>centerline_df</code> later as well. Write
 a line of code to add it as a second Dataset in the HDF5 file.</p>
@@ -3939,8 +3877,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="context-managers" class="callout-inner">
-<h3 class="callout-title">Context Managers<a class="anchor" aria-label="anchor" href="#context-managers"></a>
-</h3>
+<h3 class="callout-title">Context Managers</h3>
 <div class="callout-content">
 <p>We use a <code>with</code> statement here to open the file before the
 print statement and (automatically) close it after. Read more about <a href="https://book.pythontips.com/en/latest/context_managers.html" class="external-link">context
@@ -3951,7 +3888,6 @@ <h3 class="callout-title">Context Managers<a class="anchor" aria-label="anchor"
 <p>The keys are the names of the Datasets which makes it easy for us to
 remember which <code>DataFrame</code> is in which Dataset.</p>
 </section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a>
-<a class="anchor" aria-label="anchor" href="#summary"></a>
 </h2>
 <hr class="half-width">
 <p>In this episode, we re-loaded the transformed Gaia data we saved from
@@ -3976,8 +3912,7 @@ <h3 class="callout-title">Context Managers<a class="anchor" aria-label="anchor"
 <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>A workflow is often prototyped on a small set of data which can be
@@ -4036,8 +3971,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="check-square"></i>
 </div>
 <div id="outline" class="callout-inner">
-<h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#outline"></a>
-</h3>
+<h3 class="callout-title">Outline</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal">
 <li><p>Using data from the previous episode, we will identify the values
@@ -4055,8 +3989,7 @@ <h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#ou
 <i class="callout-icon" data-feather="check"></i>
 </div>
 <div id="starting-from-this-episode" class="callout-inner">
-<h3 class="callout-title">Starting from this episode<a class="anchor" aria-label="anchor" href="#starting-from-this-episode"></a>
-</h3>
+<h3 class="callout-title">Starting from this episode</h3>
 <div class="callout-content">
 <p>If you are starting a new notebook for this episode, expand this
 section for information you will need to get started.</p>
@@ -4065,7 +3998,7 @@ <h3 class="callout-title">Starting from this episode<a class="anchor" aria-label
 <button class="accordion-button spoiler-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSpoiler1" aria-expanded="false" aria-controls="collapseSpoiler1">
   <h3 class="accordion-header" id="headingSpoiler1">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div> Read me </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
 <div class="accordion-body">
 <p>Previously, we ran a query on the Gaia server, downloaded data for
 roughly 140,000 stars, and saved the data in a FITS file. We then
@@ -4121,7 +4054,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 <section><h2 class="section-heading" id="selection-by-proper-motion">Selection by proper motion<a class="anchor" aria-label="anchor" href="#selection-by-proper-motion"></a>
-<a class="anchor" aria-label="anchor" href="#selection-by-proper-motion"></a>
 </h2>
 <hr class="half-width">
 <p>Let us review how we got to this point.</p>
@@ -4210,8 +4142,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>Looking at the proper motion of the stars we identified along the
 centerline of GD-1, in the ICRS reference frame define a rectangle
@@ -4227,7 +4158,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" 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="cb8">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -4242,7 +4173,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </section><section><h2 class="section-heading" id="assembling-the-query">Assembling the query<a class="anchor" aria-label="anchor" href="#assembling-the-query"></a>
-<a class="anchor" aria-label="anchor" href="#assembling-the-query"></a>
 </h2>
 <hr class="half-width">
 <p>In episode 2 we used the following query to select stars in a
@@ -4345,7 +4275,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
                    POLYGON(135.306, 8.39862, 126.51, 13.4449, 163.017, 54.2424, 172.933, 46.4726, 135.306, 8.39862))</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="selecting-proper-motion">Selecting proper motion<a class="anchor" aria-label="anchor" href="#selecting-proper-motion"></a>
-<a class="anchor" aria-label="anchor" href="#selecting-proper-motion"></a>
 </h2>
 <hr class="half-width">
 <p>Now we are ready to add a <code>WHERE</code> clause to select stars
@@ -4355,8 +4284,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-10-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (10 minutes)<a class="anchor" aria-label="anchor" href="#exercise-10-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (10 minutes)</h3>
 <div class="callout-content">
 <p>Define <code>candidate_coord_pm_query_base</code>, starting with
 <code>candidate_coord_query_base</code> and adding two new
@@ -4374,7 +4302,7 @@ <h3 class="callout-title">Exercise (10 minutes)<a class="anchor" aria-label="anc
 <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="cb18">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -4399,8 +4327,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes-1" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes-1"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>Use <code>format</code> to format
 <code>candidate_coord_pm_query_base</code> and define
@@ -4416,7 +4343,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <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="cb19">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -4473,8 +4400,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="between-vs-polygon" class="callout-inner">
-<h3 class="callout-title">BETWEEN vs POLYGON<a class="anchor" aria-label="anchor" href="#between-vs-polygon"></a>
-</h3>
+<h3 class="callout-title">BETWEEN vs POLYGON</h3>
 <div class="callout-content">
 <p>You may be wondering why we used <code>BETWEEN</code> for proper
 motion when we previously used <code>POLYGON</code> for coordinates.
@@ -4554,8 +4480,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="performance-warning" class="callout-inner">
-<h3 class="callout-title">Performance Warning<a class="anchor" aria-label="anchor" href="#performance-warning"></a>
-</h3>
+<h3 class="callout-title">Performance Warning</h3>
 <div class="callout-content">
 <p>You may see the previous command issue this or a similar performance
 warning:</p>
@@ -4577,7 +4502,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </section><section><h2 class="section-heading" id="plotting-one-more-time">Plotting one more time<a class="anchor" aria-label="anchor" href="#plotting-one-more-time"></a>
-<a class="anchor" aria-label="anchor" href="#plotting-one-more-time"></a>
 </h2>
 <hr class="half-width">
 <p>Now we can examine the results:</p>
@@ -4634,7 +4558,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 figure and customize the style of the figure to present the results
 clearly and compellingly.</p>
 </section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a>
-<a class="anchor" aria-label="anchor" href="#summary"></a>
 </h2>
 <hr class="half-width">
 <p>In the previous episode we downloaded data for a large number of
@@ -4657,8 +4580,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>When possible, ‘move the computation to the data’; that is, do as
@@ -4719,8 +4641,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="check-square"></i>
 </div>
 <div id="outline" class="callout-inner">
-<h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#outline"></a>
-</h3>
+<h3 class="callout-title">Outline</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal">
 <li><p>We will reload the candidate stars we identified in the previous
@@ -4739,8 +4660,7 @@ <h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#ou
 <i class="callout-icon" data-feather="check"></i>
 </div>
 <div id="starting-from-this-episode" class="callout-inner">
-<h3 class="callout-title">Starting from this episode<a class="anchor" aria-label="anchor" href="#starting-from-this-episode"></a>
-</h3>
+<h3 class="callout-title">Starting from this episode</h3>
 <div class="callout-content">
 <p>If you are starting a new notebook for this episode, expand this
 section for information you will need to get started.</p>
@@ -4749,7 +4669,7 @@ <h3 class="callout-title">Starting from this episode<a class="anchor" aria-label
 <button class="accordion-button spoiler-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSpoiler1" aria-expanded="false" aria-controls="collapseSpoiler1">
   <h3 class="accordion-header" id="headingSpoiler1">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div> Read me </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
 <div class="accordion-body">
 <p>In the previous episode, we define a rectangle around stars in GD-1
 in spatial coordinates and in proper motion which we transformed into
@@ -4792,7 +4712,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 <section><h2 class="section-heading" id="getting-photometry-data">Getting photometry data<a class="anchor" aria-label="anchor" href="#getting-photometry-data"></a>
-<a class="anchor" aria-label="anchor" href="#getting-photometry-data"></a>
 </h2>
 <hr class="half-width">
 <p>The Gaia dataset contains some photometry data, including the
@@ -4817,8 +4736,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="a-caveat-about-matching-stars-between-catalogs" class="callout-inner">
-<h3 class="callout-title">A caveat about matching stars between catalogs<a class="anchor" aria-label="anchor" href="#a-caveat-about-matching-stars-between-catalogs"></a>
-</h3>
+<h3 class="callout-title">A caveat about matching stars between catalogs</h3>
 <div class="callout-content">
 <p>In general, choosing a star from the Gaia catalog and finding the
 corresponding star in the Pan-STARRS catalog is not easy. This kind of
@@ -4840,7 +4758,6 @@ <h3 class="callout-title">A caveat about matching stars between catalogs<a class
 </div>
 </div>
 </section><section><h2 class="section-heading" id="the-best-neighbor-table">The best neighbor table<a class="anchor" aria-label="anchor" href="#the-best-neighbor-table"></a>
-<a class="anchor" aria-label="anchor" href="#the-best-neighbor-table"></a>
 </h2>
 <hr class="half-width">
 <p>So the hard part of cross-matching has been done for us. Using the
@@ -4878,8 +4795,7 @@ <h3 class="callout-title">A caveat about matching stars between catalogs<a class
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="british-vs-american-spelling-of-neighbour" class="callout-inner">
-<h3 class="callout-title">British vs American Spelling of Neighbour<a class="anchor" aria-label="anchor" href="#british-vs-american-spelling-of-neighbour"></a>
-</h3>
+<h3 class="callout-title">British vs American Spelling of Neighbour</h3>
 <div class="callout-content">
 <p>The Gaia database was created and is maintained by the European Space
 Astronomy Center. For this reason, the table spellings use the British
@@ -4958,8 +4874,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="number-of-neighbors" class="callout-inner">
-<h3 class="callout-title">Number of neighbors<a class="anchor" aria-label="anchor" href="#number-of-neighbors"></a>
-</h3>
+<h3 class="callout-title">Number of neighbors</h3>
 <div class="callout-content">
 <p>The table also contains <code>number_of_neighbours</code> which is
 the number of stars in Pan-STARRS that match in terms of position,
@@ -5009,7 +4924,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 6757061941303252736                           1               0      69742856540241198</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="the-pan-starrs-table">The Pan-STARRS table<a class="anchor" aria-label="anchor" href="#the-pan-starrs-table"></a>
-<a class="anchor" aria-label="anchor" href="#the-pan-starrs-table"></a>
 </h2>
 <hr class="half-width">
 <p>Now that we know the Pan-STARRS <code>obj_id</code>, we are ready to
@@ -5125,7 +5039,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 67553513677687787             -- 21.2831001281738</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="joining-tables">Joining tables<a class="anchor" aria-label="anchor" href="#joining-tables"></a>
-<a class="anchor" aria-label="anchor" href="#joining-tables"></a>
 </h2>
 <hr class="half-width">
 <p>The following figure shows how these tables are related.</p>
@@ -5268,7 +5181,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 [Output truncated]</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="adding-the-best-neighbor-table">Adding the best neighbor table<a class="anchor" aria-label="anchor" href="#adding-the-best-neighbor-table"></a>
-<a class="anchor" aria-label="anchor" href="#adding-the-best-neighbor-table"></a>
 </h2>
 <hr class="half-width">
 <p>Now we are ready for the first join. The join operation requires two
@@ -5306,8 +5218,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="sql-detail" class="callout-inner">
-<h3 class="callout-title">SQL detail<a class="anchor" aria-label="anchor" href="#sql-detail"></a>
-</h3>
+<h3 class="callout-title">SQL detail</h3>
 <div class="callout-content">
 <p>In this example, the <code>ON</code> column has the same name in both
 tables, so we could replace the <code>ON</code> clause with a simpler <a href="https://docs.oracle.com/javadb/10.8.3.0/ref/rrefsqljusing.html" class="external-link"><code>USING</code>clause</a>:</p>
@@ -5407,7 +5318,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 two tables. <a href="https://www.geeksforgeeks.org/sql-join-set-1-inner-left-right-and-full-joins/" class="external-link">You
 can read about the other kinds of join here</a>.</p>
 </section><section><h2 class="section-heading" id="adding-the-pan-starrs-table">Adding the Pan-STARRS table<a class="anchor" aria-label="anchor" href="#adding-the-pan-starrs-table"></a>
-<a class="anchor" aria-label="anchor" href="#adding-the-pan-starrs-table"></a>
 </h2>
 <hr class="half-width">
 <div id="exercise-15-minutes" class="callout challenge">
@@ -5415,8 +5325,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-15-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (15 minutes)<a class="anchor" aria-label="anchor" href="#exercise-15-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (15 minutes)</h3>
 <div class="callout-content">
 <p>Now we are ready to bring in the Pan-STARRS table. Starting with the
 previous query, add a second <code>JOIN</code> clause that joins with
@@ -5435,7 +5344,7 @@ <h3 class="callout-title">Exercise (15 minutes)<a class="anchor" aria-label="anc
 <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="cb45">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -5492,7 +5401,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </section><section><h2 class="section-heading" id="selecting-by-coordinates-and-proper-motion">Selecting by coordinates and proper motion<a class="anchor" aria-label="anchor" href="#selecting-by-coordinates-and-proper-motion"></a>
-<a class="anchor" aria-label="anchor" href="#selecting-by-coordinates-and-proper-motion"></a>
 </h2>
 <hr class="half-width">
 <p>We are now going to replace the cone search with the GD-1 selection
@@ -5584,8 +5492,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-15-minutes-1" class="callout-inner">
-<h3 class="callout-title">Exercise (15 minutes)<a class="anchor" aria-label="anchor" href="#exercise-15-minutes-1"></a>
-</h3>
+<h3 class="callout-title">Exercise (15 minutes)</h3>
 <div class="callout-content">
 <p>Create a new query base called <code>candidate_join_query_base</code>
 that combines the <code>WHERE</code> clauses from the previous query
@@ -5604,7 +5511,7 @@ <h3 class="callout-title">Exercise (15 minutes)<a class="anchor" aria-label="anc
 <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="cb54">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -5645,7 +5552,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </section><section><h2 class="section-heading" id="checking-the-match">Checking the match<a class="anchor" aria-label="anchor" href="#checking-the-match"></a>
-<a class="anchor" aria-label="anchor" href="#checking-the-match"></a>
 </h2>
 <hr class="half-width">
 <p>To get more information about the matching process, we can inspect
@@ -5704,8 +5610,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="numpy-mask-warning" class="callout-inner">
-<h3 class="callout-title">Numpy Mask Warning<a class="anchor" aria-label="anchor" href="#numpy-mask-warning"></a>
-</h3>
+<h3 class="callout-title">Numpy Mask Warning</h3>
 <div class="callout-content">
 <p>You may see a warning that ends with the following phrase:</p>
 <p><code>site-packages/numpy/lib/function_base.py:4650:</code></p>
@@ -5746,7 +5651,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 each match we found in Pan-STARRS, there are no other stars in Gaia that
 also match.</p>
 </section><section><h2 class="section-heading" id="saving-the-dataframe">Saving the DataFrame<a class="anchor" aria-label="anchor" href="#saving-the-dataframe"></a>
-<a class="anchor" aria-label="anchor" href="#saving-the-dataframe"></a>
 </h2>
 <hr class="half-width">
 <p>We can make a <code>DataFrame</code> from our Astropy
@@ -5783,7 +5687,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code><span><span class="fl">15.422508239746094</span></span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="another-file-format---csv">Another file format - CSV<a class="anchor" aria-label="anchor" href="#another-file-format---csv"></a>
-<a class="anchor" aria-label="anchor" href="#another-file-format---csv"></a>
 </h2>
 <hr class="half-width">
 <p>Pandas can write a variety of other formats, <a href="https://pandas.pydata.org/pandas-docs/stable/user_guide/io.html" class="external-link">which
@@ -5878,7 +5781,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 that problem, but this is an example of the kind of thing that can go
 wrong with CSV files.</p>
 </section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a>
-<a class="anchor" aria-label="anchor" href="#summary"></a>
 </h2>
 <hr class="half-width">
 <p>In this episode, we used database <code>JOIN</code> operations to
@@ -5892,8 +5794,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Use <code>JOIN</code> operations to combine data from multiple
@@ -5965,8 +5866,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="check-square"></i>
 </div>
 <div id="outline" class="callout-inner">
-<h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#outline"></a>
-</h3>
+<h3 class="callout-title">Outline</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal">
 <li><p>We will reload the data from the previous episode and make a
@@ -5983,8 +5883,7 @@ <h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#ou
 <i class="callout-icon" data-feather="check"></i>
 </div>
 <div id="starting-from-this-episode" class="callout-inner">
-<h3 class="callout-title">Starting from this episode<a class="anchor" aria-label="anchor" href="#starting-from-this-episode"></a>
-</h3>
+<h3 class="callout-title">Starting from this episode</h3>
 <div class="callout-content">
 <p>If you are starting a new notebook for this episode, expand this
 section for information you will need to get started.</p>
@@ -5993,7 +5892,7 @@ <h3 class="callout-title">Starting from this episode<a class="anchor" aria-label
 <button class="accordion-button spoiler-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSpoiler1" aria-expanded="false" aria-controls="collapseSpoiler1">
   <h3 class="accordion-header" id="headingSpoiler1">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div> Read me </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
 <div class="accordion-body">
 <p>In the previous episode, we selected stars in GD-1 based on proper
 motion and downloaded the spatial, proper motion, and photometry
@@ -6033,7 +5932,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 <section><h2 class="section-heading" id="plotting-photometry-data">Plotting photometry data<a class="anchor" aria-label="anchor" href="#plotting-photometry-data"></a>
-<a class="anchor" aria-label="anchor" href="#plotting-photometry-data"></a>
 </h2>
 <hr class="half-width">
 <p>Now that we have photometry data from Pan-STARRS, we can produce a <a href="https://coolwiki.ipac.caltech.edu/index.php/Color-Magnitude_and_Color-Color_plots_Overview" class="external-link">color-magnitude
@@ -6047,8 +5945,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="a-slight-detour-for-non-domain-experts" class="callout-inner">
-<h3 class="callout-title">A slight detour for non-domain experts<a class="anchor" aria-label="anchor" href="#a-slight-detour-for-non-domain-experts"></a>
-</h3>
+<h3 class="callout-title">A slight detour for non-domain experts</h3>
 <div class="callout-content">
 <p>If you are wondering (as a non-domain expert) how to interpret this
 color-magnitude diagram, please expand the section below.</p>
@@ -6057,7 +5954,7 @@ <h3 class="callout-title">A slight detour for non-domain experts<a class="anchor
 <button class="accordion-button spoiler-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSpoiler2" aria-expanded="false" aria-controls="collapseSpoiler2">
   <h3 class="accordion-header" id="headingSpoiler2">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div> The color magnitude diagram of GD-1 and foreground stars </h3>
 </button>
-<div id="collapseSpoiler2" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler2" aria-labelledby="headingSpoiler2">
+<div id="collapseSpoiler2" class="accordion-collapse collapse" aria-labelledby="headingSpoiler2" data-bs-parent="#accordionSpoiler2">
 <div class="accordion-body">
 <p>As a pathologist can easily point to tumor on a biopsy slide, so too
 can astronomers who study stellar populations see two stellar main
@@ -6181,7 +6078,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <figure><img src="fig/07-photo_files/07-photo_12_0.png" alt="Color magnitude diagram of our selected stars showing overdense region in lower left." class="figure mx-auto d-block"></figure><p>In the next section we will use an isochrone to specify a polygon
 that contains this overdense region.</p>
 </section><section><h2 class="section-heading" id="isochrone">Isochrone<a class="anchor" aria-label="anchor" href="#isochrone"></a>
-<a class="anchor" aria-label="anchor" href="#isochrone"></a>
 </h2>
 <hr class="half-width">
 <p>Given our understanding of the age, metallicity, and distance to GD-1
@@ -6192,8 +6088,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="calculating-isochrone" class="callout-inner">
-<h3 class="callout-title">Calculating Isochrone<a class="anchor" aria-label="anchor" href="#calculating-isochrone"></a>
-</h3>
+<h3 class="callout-title">Calculating Isochrone</h3>
 <div class="callout-content">
 <p>In fact, we can use <a href="https://waps.cfa.harvard.edu/MIST/" class="external-link">MESA
 Isochrones &amp; Stellar Tracks</a> (MIST) to compute it for us. Using
@@ -6211,7 +6106,6 @@ <h3 class="callout-title">Calculating Isochrone<a class="anchor" aria-label="anc
 </div>
 </div>
 </section><section><h2 class="section-heading" id="making-a-polygon">Making a polygon<a class="anchor" aria-label="anchor" href="#making-a-polygon"></a>
-<a class="anchor" aria-label="anchor" href="#making-a-polygon"></a>
 </h2>
 <hr class="half-width">
 <p>The MIST isochrone files available on the website above can not be
@@ -6317,7 +6211,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>&lt;Figure size 432x288 with 1 Axes&gt;</code></pre>
 </div>
 <figure><img src="fig/07-photo_files/07-photo_62_0.png" alt="Color magnitude diagram of our selected stars showing left boundary as blue curve and right boundary as orange curve." class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="which-points-are-in-the-polygon">Which points are in the polygon?<a class="anchor" aria-label="anchor" href="#which-points-are-in-the-polygon"></a>
-<a class="anchor" aria-label="anchor" href="#which-points-are-in-the-polygon"></a>
 </h2>
 <hr class="half-width">
 <p>Matplotlib provides a <code>Polygon</code> object that we can use to
@@ -6435,8 +6328,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>When we encounter a new object, it is good to create a toy example to
 test that it does what we think it does. Define a list of two points
@@ -6453,7 +6345,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" 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="cb30">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -6480,7 +6372,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <p>We are almost ready to select stars whose photometry data falls in
 this polygon. But first we need to do some data cleaning.</p>
 </section><section><h2 class="section-heading" id="save-the-polygon">Save the polygon<a class="anchor" aria-label="anchor" href="#save-the-polygon"></a>
-<a class="anchor" aria-label="anchor" href="#save-the-polygon"></a>
 </h2>
 <hr class="half-width">
 <p><a href="https://en.wikipedia.org/wiki/Reproducibility#Reproducible_research" class="external-link">Reproducibile
@@ -6502,7 +6393,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb33-2"><a href="#cb33-2" tabindex="-1"></a>loop_df.to_hdf(filename, <span class="st">'loop_df'</span>)</span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="selecting-based-on-photometry">Selecting based on photometry<a class="anchor" aria-label="anchor" href="#selecting-based-on-photometry"></a>
-<a class="anchor" aria-label="anchor" href="#selecting-based-on-photometry"></a>
 </h2>
 <hr class="half-width">
 <p>Now we will check how many of the candidate stars are inside the
@@ -6551,8 +6441,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes-1" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes-1"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>Boolean values are stored as 0s and 1s. <code>FALSE</code> = 0 and
 <code>TRUE</code> = 1. Use this information to determine the number of
@@ -6565,7 +6454,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <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="cb38">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -6678,7 +6567,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>&lt;Figure size 1000x250 with 1 Axes&gt;</code></pre>
 </div>
 <figure><img src="fig/08-plot_files/08-plot_13_0.png" alt="phi 1 and phi 2 of selected stars in the GD-1 frame after selecting for both proper motion and photometry." class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="write-the-data">Write the data<a class="anchor" aria-label="anchor" href="#write-the-data"></a>
-<a class="anchor" aria-label="anchor" href="#write-the-data"></a>
 </h2>
 <hr class="half-width">
 <p>Finally, we will write the selected stars to a file.</p>
@@ -6700,7 +6588,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code><span><span class="fl">15.486198425292969</span></span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a>
-<a class="anchor" aria-label="anchor" href="#summary"></a>
 </h2>
 <hr class="half-width">
 <p>In this episode, we used photometry data from Pan-STARRS to draw a
@@ -6713,8 +6600,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Matplotlib provides operations for working with points, polygons,
@@ -6775,8 +6661,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="check-square"></i>
 </div>
 <div id="outline" class="callout-inner">
-<h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#outline"></a>
-</h3>
+<h3 class="callout-title">Outline</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal">
 <li><p>Starting with the figure from the previous episode, we will add
@@ -6794,8 +6679,7 @@ <h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#ou
 <i class="callout-icon" data-feather="check"></i>
 </div>
 <div id="starting-from-this-episode" class="callout-inner">
-<h3 class="callout-title">Starting from this episode<a class="anchor" aria-label="anchor" href="#starting-from-this-episode"></a>
-</h3>
+<h3 class="callout-title">Starting from this episode</h3>
 <div class="callout-content">
 <p>If you are starting a new notebook for this episode, expand this
 section for information you will need to get started.</p>
@@ -6804,7 +6688,7 @@ <h3 class="callout-title">Starting from this episode<a class="anchor" aria-label
 <button class="accordion-button spoiler-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSpoiler1" aria-expanded="false" aria-controls="collapseSpoiler1">
   <h3 class="accordion-header" id="headingSpoiler1">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div> Read me </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
 <div class="accordion-body">
 <p>In the previous episode, we selected stars in GD-1 based on proper
 motion and downloaded the spatial, proper motion, and photometry
@@ -6859,7 +6743,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 <section><h2 class="section-heading" id="making-figures-that-tell-a-story">Making Figures That Tell a Story<a class="anchor" aria-label="anchor" href="#making-figures-that-tell-a-story"></a>
-<a class="anchor" aria-label="anchor" href="#making-figures-that-tell-a-story"></a>
 </h2>
 <hr class="half-width">
 <p>The figures we have made so far have been “quick and dirty”. Mostly
@@ -6882,8 +6765,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-10-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (10 minutes)<a class="anchor" aria-label="anchor" href="#exercise-10-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (10 minutes)</h3>
 <div class="callout-content">
 <p>Think about the following questions:</p>
 <ol style="list-style-type: decimal">
@@ -6904,7 +6786,7 @@ <h3 class="callout-title">Exercise (10 minutes)<a class="anchor" aria-label="anc
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>No figure is perfect, and everyone can be a critic. Here are some
 topics that could come up in this discussion:</p>
@@ -6948,7 +6830,6 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </div>
 </div>
 </section><section><h2 class="section-heading" id="plotting-gd-1-with-annotations">Plotting GD-1 with Annotations<a class="anchor" aria-label="anchor" href="#plotting-gd-1-with-annotations"></a>
-<a class="anchor" aria-label="anchor" href="#plotting-gd-1-with-annotations"></a>
 </h2>
 <hr class="half-width">
 <p>The lower left panel in the paper uses three other features to
@@ -6965,8 +6846,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-20-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (20 minutes)<a class="anchor" aria-label="anchor" href="#exercise-20-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (20 minutes)</h3>
 <div class="callout-content">
 <p>Plot the selected stars in <code>winner_df</code> using the
 <code>plot_cmd_selection</code> function and then choose any or all of
@@ -6987,7 +6867,7 @@ <h3 class="callout-title">Exercise (20 minutes)<a class="anchor" aria-label="anc
 <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="cb4">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -7015,7 +6895,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </section><section><h2 class="section-heading" id="customization">Customization<a class="anchor" aria-label="anchor" href="#customization"></a>
-<a class="anchor" aria-label="anchor" href="#customization"></a>
 </h2>
 <hr class="half-width">
 <p>Matplotlib provides a default style that determines things like the
@@ -7039,8 +6918,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="note-on-accessibility" class="callout-inner">
-<h3 class="callout-title">Note on Accessibility<a class="anchor" aria-label="anchor" href="#note-on-accessibility"></a>
-</h3>
+<h3 class="callout-title">Note on Accessibility</h3>
 <div class="callout-content">
 <p>Customization offers a high degree of personalization for creating
 scientific visualizations. It is important to also create accessible
@@ -7073,7 +6951,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <div id="subplot-and-axes" class="callout-inner">
 <h3 class="callout-title">
 <code>subplot</code> and
-<code>axes</code><a class="anchor" aria-label="anchor" href="#subplot-and-axes"></a>
+<code>axes</code>
 </h3>
 <div class="callout-content">
 <p>Confusingly, in Matplotlib the objects <code>subplot</code> and
@@ -7105,8 +6983,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>Read the documentation of <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.axes.Axes.tick_params.html" class="external-link"><code>tick_params</code></a>
 and use it to put ticks on the top and right sides of the axes.</p>
@@ -7118,7 +6995,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <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="cb7">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -7132,7 +7009,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </section><section><h2 class="section-heading" id="rcparams">rcParams<a class="anchor" aria-label="anchor" href="#rcparams"></a>
-<a class="anchor" aria-label="anchor" href="#rcparams"></a>
 </h2>
 <hr class="half-width">
 <p>If you want to make a customization that applies to all figures in a
@@ -7163,8 +7039,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes-1" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes-1"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>Plot the previous figure again, and see what font sizes have changed.
 Look up any other element of <code>rcParams</code>, change its value,
@@ -7177,7 +7052,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <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="cb11">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -7215,7 +7090,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <p>If the file doesn’t exist, you can download <a href="https://matplotlib.org/stable/tutorials/introductory/customizing.html#matplotlibrc-sample" class="external-link">a
 sample matplotlibrc file</a> to modify.</p>
 </section><section><h2 class="section-heading" id="style-sheets">Style sheets<a class="anchor" aria-label="anchor" href="#style-sheets"></a>
-<a class="anchor" aria-label="anchor" href="#style-sheets"></a>
 </h2>
 <hr class="half-width">
 <p>It is possible that you would like multiple sets of defaults, for
@@ -7270,8 +7144,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="return-to-default" class="callout-inner">
-<h3 class="callout-title">Return to Default<a class="anchor" aria-label="anchor" href="#return-to-default"></a>
-</h3>
+<h3 class="callout-title">Return to Default</h3>
 <div class="callout-content">
 <p>To switch back to the default style use</p>
 <div class="codewrapper sourceCode" id="cb16">
@@ -7287,8 +7160,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes-2" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes-2"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>Choose one of the styles on the list and select it by calling
 <code>use</code>. Then go back and plot one of the previous figures to
@@ -7301,7 +7173,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb17">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -7348,7 +7220,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb19-1"><a href="#cb19-1" tabindex="-1"></a>mpl.get_configdir()</span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="multiple-panels">Multiple panels<a class="anchor" aria-label="anchor" href="#multiple-panels"></a>
-<a class="anchor" aria-label="anchor" href="#multiple-panels"></a>
 </h2>
 <hr class="half-width">
 <p>So far we have been working with one figure at a time, but the figure
@@ -7410,8 +7281,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes-3" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes-3"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>What happens if you leave out <code>tight_layout</code>?</p>
 </div>
@@ -7422,7 +7292,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution6" aria-expanded="false" aria-controls="collapseSolution6">
   <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
 <div class="accordion-body">
 <p>Without <code>tight_layout</code> the space between the panels is too
 small. In this situation, the titles from the lower plots overlap with
@@ -7433,7 +7303,6 @@ <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 </div>
 </div>
 </section><section><h2 class="section-heading" id="adjusting-proportions">Adjusting proportions<a class="anchor" aria-label="anchor" href="#adjusting-proportions"></a>
-<a class="anchor" aria-label="anchor" href="#adjusting-proportions"></a>
 </h2>
 <hr class="half-width">
 <p>In the previous figure, the panels are all the same size. To get a
@@ -7478,8 +7347,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes-4" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes-4"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>In this example, the ratio of the widths of the panels is 3:1. How
 would you adjust it if you wanted the ratio to be 3:2?</p>
@@ -7491,7 +7359,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution7" aria-expanded="false" aria-controls="collapseSolution7">
   <h4 class="accordion-header" id="headingSolution7"> Show me the solution </h4>
 </button>
-<div id="collapseSolution7" class="accordion-collapse collapse" data-bs-parent="#accordionSolution7" aria-labelledby="headingSolution7">
+<div id="collapseSolution7" class="accordion-collapse collapse" aria-labelledby="headingSolution7" data-bs-parent="#accordionSolution7">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb24">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -7519,7 +7387,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </section><section><h2 class="section-heading" id="adding-the-shaded-regions">Adding the shaded regions<a class="anchor" aria-label="anchor" href="#adding-the-shaded-regions"></a>
-<a class="anchor" aria-label="anchor" href="#adding-the-shaded-regions"></a>
 </h2>
 <hr class="half-width">
 <p>The one thing our figure is missing is the shaded regions showing the
@@ -7605,8 +7472,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes-5" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes-5"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>Add a few lines to be run after the <code>plot_cmd</code> function to
 show the polygon we selected as a shaded area.</p>
@@ -7621,7 +7487,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution8" aria-expanded="false" aria-controls="collapseSolution8">
   <h4 class="accordion-header" id="headingSolution8"> Show me the solution </h4>
 </button>
-<div id="collapseSolution8" class="accordion-collapse collapse" data-bs-parent="#accordionSolution8" aria-labelledby="headingSolution8">
+<div id="collapseSolution8" class="accordion-collapse collapse" aria-labelledby="headingSolution8" data-bs-parent="#accordionSolution8">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb32">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -7641,8 +7507,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes-6" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes-6"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>Add the <code>Polygon</code> patches you just created to the right
 panels of the four panel figure.</p>
@@ -7654,7 +7519,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution9" aria-expanded="false" aria-controls="collapseSolution9">
   <h4 class="accordion-header" id="headingSolution9"> Show me the solution </h4>
 </button>
-<div id="collapseSolution9" class="accordion-collapse collapse" data-bs-parent="#accordionSolution9" aria-labelledby="headingSolution9">
+<div id="collapseSolution9" class="accordion-collapse collapse" aria-labelledby="headingSolution9" data-bs-parent="#accordionSolution9">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb33">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -7693,7 +7558,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a>
-<a class="anchor" aria-label="anchor" href="#summary"></a>
 </h2>
 <hr class="half-width">
 <p>In this episode, we reverse-engineered the figure we have been
@@ -7708,8 +7572,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Effective figures focus on telling a single story clearly and
@@ -7753,7 +7616,7 @@ <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 -->
@@ -7776,8 +7639,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://datacarpentry.github.io/astronomy-python/aio.html",
   "identifier": "https://datacarpentry.github.io/astronomy-python/aio.html",
   "dateCreated": "2020-05-11",
-  "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 @@
  * Bootstrap  v5.3.2 (https://getbootstrap.com/)
  * Copyright 2011-2023 The Bootstrap Authors
  * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)
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.input-group{width:auto}.btn-group{border-radius:var(--bs-border-radius)}.btn-group>:not(.btn-check:first-child)+.btn,.btn-group>.btn-group:not(:first-child){margin-left:calc(var(--bs-border-width) * -1)}.btn-group>.btn:not(:last-child):not(.dropdown-toggle),.btn-group>.btn.dropdown-toggle-split:first-child,.btn-group>.btn-group:not(:last-child)>.btn{border-top-right-radius:0;border-bottom-right-radius:0}.btn-group>.btn:nth-child(n+3),.btn-group>:not(.btn-check)+.btn,.btn-group>.btn-group:not(:first-child)>.btn{border-top-left-radius:0;border-bottom-left-radius:0}.dropdown-toggle-split{padding-right:.5625rem;padding-left:.5625rem}.dropdown-toggle-split::after,.dropup .dropdown-toggle-split::after,.dropend .dropdown-toggle-split::after{margin-left:0}.dropstart 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border-radius 0.15s ease;--bs-accordion-border-color: var(--bs-border-color);--bs-accordion-border-width: var(--bs-border-width);--bs-accordion-border-radius: var(--bs-border-radius);--bs-accordion-inner-border-radius: calc(var(--bs-border-radius) - (var(--bs-border-width)));--bs-accordion-btn-padding-x: 1.25rem;--bs-accordion-btn-padding-y: 1rem;--bs-accordion-btn-color: var(--bs-body-color);--bs-accordion-btn-bg: var(--bs-accordion-bg);--bs-accordion-btn-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23212529'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e");--bs-accordion-btn-icon-width: 1.25rem;--bs-accordion-btn-icon-transform: rotate(-180deg);--bs-accordion-btn-icon-transition: transform 0.2s ease-in-out;--bs-accordion-btn-active-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23052c65'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e");--bs-accordion-btn-focus-border-color: #86b7fe;--bs-accordion-btn-focus-box-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);--bs-accordion-body-padding-x: 1.25rem;--bs-accordion-body-padding-y: 1rem;--bs-accordion-active-color: var(--bs-primary-text-emphasis);--bs-accordion-active-bg: var(--bs-primary-bg-subtle)}.accordion-button{position:relative;display:flex;align-items:center;width:100%;padding:var(--bs-accordion-btn-padding-y) var(--bs-accordion-btn-padding-x);font-size:1rem;color:var(--bs-accordion-btn-color);text-align:left;background-color:var(--bs-accordion-btn-bg);border:0;border-radius:0;overflow-anchor:none;transition:var(--bs-accordion-transition)}@media(prefers-reduced-motion: reduce){.accordion-button{transition:none}}.accordion-button:not(.collapsed){color:var(--bs-accordion-active-color);background-color:var(--bs-accordion-active-bg);box-shadow:inset 0 calc(-1*var(--bs-accordion-border-width)) 0 var(--bs-accordion-border-color)}.accordion-button:not(.collapsed)::after{background-image:var(--bs-accordion-btn-active-icon);transform:var(--bs-accordion-btn-icon-transform)}.accordion-button::after{flex-shrink:0;width:var(--bs-accordion-btn-icon-width);height:var(--bs-accordion-btn-icon-width);margin-left:auto;content:"";background-image:var(--bs-accordion-btn-icon);background-repeat:no-repeat;background-size:var(--bs-accordion-btn-icon-width);transition:var(--bs-accordion-btn-icon-transition)}@media(prefers-reduced-motion: reduce){.accordion-button::after{transition:none}}.accordion-button:hover{z-index:2}.accordion-button:focus{z-index:3;border-color:var(--bs-accordion-btn-focus-border-color);outline:0;box-shadow:var(--bs-accordion-btn-focus-box-shadow)}.accordion-header{margin-bottom:0}.accordion-item{color:var(--bs-accordion-color);background-color:var(--bs-accordion-bg);border:var(--bs-accordion-border-width) solid var(--bs-accordion-border-color)}.accordion-item:first-of-type{border-top-left-radius:var(--bs-accordion-border-radius);border-top-right-radius:var(--bs-accordion-border-radius)}.accordion-item:first-of-type .accordion-button{border-top-left-radius:var(--bs-accordion-inner-border-radius);border-top-right-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:not(:first-of-type){border-top:0}.accordion-item:last-of-type{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-item:last-of-type .accordion-button.collapsed{border-bottom-right-radius:var(--bs-accordion-inner-border-radius);border-bottom-left-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:last-of-type .accordion-collapse{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-body{padding:var(--bs-accordion-body-padding-y) var(--bs-accordion-body-padding-x)}.accordion-flush .accordion-collapse{border-width:0}.accordion-flush .accordion-item{border-right:0;border-left:0;border-radius:0}.accordion-flush .accordion-item:first-child{border-top:0}.accordion-flush .accordion-item:last-child{border-bottom:0}.accordion-flush .accordion-item .accordion-button,.accordion-flush .accordion-item .accordion-button.collapsed{border-radius:0}[data-bs-theme=dark] .accordion-button::after{--bs-accordion-btn-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%236ea8fe'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e");--bs-accordion-btn-active-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%236ea8fe'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e")}.breadcrumb{--bs-breadcrumb-padding-x: 0;--bs-breadcrumb-padding-y: 0;--bs-breadcrumb-margin-bottom: 1rem;--bs-breadcrumb-bg: ;--bs-breadcrumb-border-radius: ;--bs-breadcrumb-divider-color: var(--bs-secondary-color);--bs-breadcrumb-item-padding-x: 0.5rem;--bs-breadcrumb-item-active-color: var(--bs-secondary-color);display:flex;flex-wrap:wrap;padding:var(--bs-breadcrumb-padding-y) var(--bs-breadcrumb-padding-x);margin-bottom:var(--bs-breadcrumb-margin-bottom);font-size:var(--bs-breadcrumb-font-size);list-style:none;background-color:var(--bs-breadcrumb-bg);border-radius:var(--bs-breadcrumb-border-radius)}.breadcrumb-item+.breadcrumb-item{padding-left:var(--bs-breadcrumb-item-padding-x)}.breadcrumb-item+.breadcrumb-item::before{float:left;padding-right:var(--bs-breadcrumb-item-padding-x);color:var(--bs-breadcrumb-divider-color);content:var(--bs-breadcrumb-divider, "/") /* rtl: var(--bs-breadcrumb-divider, "/") */}.breadcrumb-item.active{color:var(--bs-breadcrumb-item-active-color)}.pagination{--bs-pagination-padding-x: 0.75rem;--bs-pagination-padding-y: 0.375rem;--bs-pagination-font-size:1rem;--bs-pagination-color: var(--bs-link-color);--bs-pagination-bg: var(--bs-body-bg);--bs-pagination-border-width: var(--bs-border-width);--bs-pagination-border-color: var(--bs-border-color);--bs-pagination-border-radius: var(--bs-border-radius);--bs-pagination-hover-color: var(--bs-link-hover-color);--bs-pagination-hover-bg: var(--bs-tertiary-bg);--bs-pagination-hover-border-color: var(--bs-border-color);--bs-pagination-focus-color: var(--bs-link-hover-color);--bs-pagination-focus-bg: var(--bs-secondary-bg);--bs-pagination-focus-box-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);--bs-pagination-active-color: #fff;--bs-pagination-active-bg: #0d6efd;--bs-pagination-active-border-color: #0d6efd;--bs-pagination-disabled-color: var(--bs-secondary-color);--bs-pagination-disabled-bg: var(--bs-secondary-bg);--bs-pagination-disabled-border-color: var(--bs-border-color);display:flex;padding-left:0;list-style:none}.page-link{position:relative;display:block;padding:var(--bs-pagination-padding-y) var(--bs-pagination-padding-x);font-size:var(--bs-pagination-font-size);color:var(--bs-pagination-color);text-decoration:none;background-color:var(--bs-pagination-bg);border:var(--bs-pagination-border-width) solid var(--bs-pagination-border-color);transition:color .15s ease-in-out,background-color .15s ease-in-out,border-color .15s ease-in-out,box-shadow .15s ease-in-out}@media(prefers-reduced-motion: reduce){.page-link{transition:none}}.page-link:hover{z-index:2;color:var(--bs-pagination-hover-color);background-color:var(--bs-pagination-hover-bg);border-color:var(--bs-pagination-hover-border-color)}.page-link:focus{z-index:3;color:var(--bs-pagination-focus-color);background-color:var(--bs-pagination-focus-bg);outline:0;box-shadow:var(--bs-pagination-focus-box-shadow)}.page-link.active,.active>.page-link{z-index:3;color:var(--bs-pagination-active-color);background-color:var(--bs-pagination-active-bg);border-color:var(--bs-pagination-active-border-color)}.page-link.disabled,.disabled>.page-link{color:var(--bs-pagination-disabled-color);pointer-events:none;background-color:var(--bs-pagination-disabled-bg);border-color:var(--bs-pagination-disabled-border-color)}.page-item:not(:first-child) .page-link{margin-left:calc(var(--bs-border-width) * -1)}.page-item:first-child .page-link{border-top-left-radius:var(--bs-pagination-border-radius);border-bottom-left-radius:var(--bs-pagination-border-radius)}.page-item:last-child .page-link{border-top-right-radius:var(--bs-pagination-border-radius);border-bottom-right-radius:var(--bs-pagination-border-radius)}.pagination-lg{--bs-pagination-padding-x: 1.5rem;--bs-pagination-padding-y: 0.75rem;--bs-pagination-font-size:1.25rem;--bs-pagination-border-radius: var(--bs-border-radius-lg)}.pagination-sm{--bs-pagination-padding-x: 0.5rem;--bs-pagination-padding-y: 0.25rem;--bs-pagination-font-size:0.875rem;--bs-pagination-border-radius: var(--bs-border-radius-sm)}.badge{--bs-badge-padding-x: 0.65em;--bs-badge-padding-y: 0.35em;--bs-badge-font-size:0.75em;--bs-badge-font-weight: 700;--bs-badge-color: #fff;--bs-badge-border-radius: var(--bs-border-radius);display:inline-block;padding:var(--bs-badge-padding-y) var(--bs-badge-padding-x);font-size:var(--bs-badge-font-size);font-weight:var(--bs-badge-font-weight);line-height:1;color:var(--bs-badge-color);text-align:center;white-space:nowrap;vertical-align:baseline;border-radius:var(--bs-badge-border-radius)}.badge:empty{display:none}.btn .badge{position:relative;top:-1px}.alert{--bs-alert-bg: transparent;--bs-alert-padding-x: 1rem;--bs-alert-padding-y: 1rem;--bs-alert-margin-bottom: 1rem;--bs-alert-color: inherit;--bs-alert-border-color: transparent;--bs-alert-border: var(--bs-border-width) solid var(--bs-alert-border-color);--bs-alert-border-radius: var(--bs-border-radius);--bs-alert-link-color: inherit;position:relative;padding:var(--bs-alert-padding-y) var(--bs-alert-padding-x);margin-bottom:var(--bs-alert-margin-bottom);color:var(--bs-alert-color);background-color:var(--bs-alert-bg);border:var(--bs-alert-border);border-radius:var(--bs-alert-border-radius)}.alert-heading{color:inherit}.alert-link{font-weight:700;color:var(--bs-alert-link-color)}.alert-dismissible{padding-right:3rem}.alert-dismissible .btn-close{position:absolute;top:0;right:0;z-index:2;padding:1.25rem 1rem}.alert-primary{--bs-alert-color: var(--bs-primary-text-emphasis);--bs-alert-bg: var(--bs-primary-bg-subtle);--bs-alert-border-color: var(--bs-primary-border-subtle);--bs-alert-link-color: var(--bs-primary-text-emphasis)}.alert-secondary{--bs-alert-color: var(--bs-secondary-text-emphasis);--bs-alert-bg: var(--bs-secondary-bg-subtle);--bs-alert-border-color: var(--bs-secondary-border-subtle);--bs-alert-link-color: var(--bs-secondary-text-emphasis)}.alert-success{--bs-alert-color: var(--bs-success-text-emphasis);--bs-alert-bg: var(--bs-success-bg-subtle);--bs-alert-border-color: var(--bs-success-border-subtle);--bs-alert-link-color: var(--bs-success-text-emphasis)}.alert-info{--bs-alert-color: var(--bs-info-text-emphasis);--bs-alert-bg: var(--bs-info-bg-subtle);--bs-alert-border-color: var(--bs-info-border-subtle);--bs-alert-link-color: var(--bs-info-text-emphasis)}.alert-warning{--bs-alert-color: var(--bs-warning-text-emphasis);--bs-alert-bg: var(--bs-warning-bg-subtle);--bs-alert-border-color: var(--bs-warning-border-subtle);--bs-alert-link-color: var(--bs-warning-text-emphasis)}.alert-danger{--bs-alert-color: var(--bs-danger-text-emphasis);--bs-alert-bg: var(--bs-danger-bg-subtle);--bs-alert-border-color: var(--bs-danger-border-subtle);--bs-alert-link-color: var(--bs-danger-text-emphasis)}.alert-light{--bs-alert-color: var(--bs-light-text-emphasis);--bs-alert-bg: var(--bs-light-bg-subtle);--bs-alert-border-color: var(--bs-light-border-subtle);--bs-alert-link-color: var(--bs-light-text-emphasis)}.alert-dark{--bs-alert-color: var(--bs-dark-text-emphasis);--bs-alert-bg: var(--bs-dark-bg-subtle);--bs-alert-border-color: var(--bs-dark-border-subtle);--bs-alert-link-color: var(--bs-dark-text-emphasis)}@keyframes progress-bar-stripes{0%{background-position-x:1rem}}.progress,.progress-stacked{--bs-progress-height: 1rem;--bs-progress-font-size:0.75rem;--bs-progress-bg: var(--bs-secondary-bg);--bs-progress-border-radius: var(--bs-border-radius);--bs-progress-box-shadow: var(--bs-box-shadow-inset);--bs-progress-bar-color: #fff;--bs-progress-bar-bg: #0d6efd;--bs-progress-bar-transition: width 0.6s ease;display:flex;height:var(--bs-progress-height);overflow:hidden;font-size:var(--bs-progress-font-size);background-color:var(--bs-progress-bg);border-radius:var(--bs-progress-border-radius)}.progress-bar{display:flex;flex-direction:column;justify-content:center;overflow:hidden;color:var(--bs-progress-bar-color);text-align:center;white-space:nowrap;background-color:var(--bs-progress-bar-bg);transition:var(--bs-progress-bar-transition)}@media(prefers-reduced-motion: reduce){.progress-bar{transition:none}}.progress-bar-striped{background-image:linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-size:var(--bs-progress-height) var(--bs-progress-height)}.progress-stacked>.progress{overflow:visible}.progress-stacked>.progress>.progress-bar{width:100%}.progress-bar-animated{animation:1s linear infinite progress-bar-stripes}@media(prefers-reduced-motion: reduce){.progress-bar-animated{animation:none}}.list-group{--bs-list-group-color: var(--bs-body-color);--bs-list-group-bg: var(--bs-body-bg);--bs-list-group-border-color: var(--bs-border-color);--bs-list-group-border-width: var(--bs-border-width);--bs-list-group-border-radius: var(--bs-border-radius);--bs-list-group-item-padding-x: 1rem;--bs-list-group-item-padding-y: 0.5rem;--bs-list-group-action-color: var(--bs-secondary-color);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-tertiary-bg);--bs-list-group-action-active-color: var(--bs-body-color);--bs-list-group-action-active-bg: var(--bs-secondary-bg);--bs-list-group-disabled-color: var(--bs-secondary-color);--bs-list-group-disabled-bg: var(--bs-body-bg);--bs-list-group-active-color: #fff;--bs-list-group-active-bg: #0d6efd;--bs-list-group-active-border-color: #0d6efd;display:flex;flex-direction:column;padding-left:0;margin-bottom:0;border-radius:var(--bs-list-group-border-radius)}.list-group-numbered{list-style-type:none;counter-reset:section}.list-group-numbered>.list-group-item::before{content:counters(section, ".") ". ";counter-increment:section}.list-group-item-action{width:100%;color:var(--bs-list-group-action-color);text-align:inherit}.list-group-item-action:hover,.list-group-item-action:focus{z-index:1;color:var(--bs-list-group-action-hover-color);text-decoration:none;background-color:var(--bs-list-group-action-hover-bg)}.list-group-item-action:active{color:var(--bs-list-group-action-active-color);background-color:var(--bs-list-group-action-active-bg)}.list-group-item{position:relative;display:block;padding:var(--bs-list-group-item-padding-y) var(--bs-list-group-item-padding-x);color:var(--bs-list-group-color);text-decoration:none;background-color:var(--bs-list-group-bg);border:var(--bs-list-group-border-width) solid var(--bs-list-group-border-color)}.list-group-item:first-child{border-top-left-radius:inherit;border-top-right-radius:inherit}.list-group-item:last-child{border-bottom-right-radius:inherit;border-bottom-left-radius:inherit}.list-group-item.disabled,.list-group-item:disabled{color:var(--bs-list-group-disabled-color);pointer-events:none;background-color:var(--bs-list-group-disabled-bg)}.list-group-item.active{z-index:2;color:var(--bs-list-group-active-color);background-color:var(--bs-list-group-active-bg);border-color:var(--bs-list-group-active-border-color)}.list-group-item+.list-group-item{border-top-width:0}.list-group-item+.list-group-item.active{margin-top:calc(-1*var(--bs-list-group-border-width));border-top-width:var(--bs-list-group-border-width)}.list-group-horizontal{flex-direction:row}.list-group-horizontal>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal>.list-group-item.active{margin-top:0}.list-group-horizontal>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}@media(min-width: 576px){.list-group-horizontal-sm{flex-direction:row}.list-group-horizontal-sm>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-sm>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-sm>.list-group-item.active{margin-top:0}.list-group-horizontal-sm>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-sm>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 768px){.list-group-horizontal-md{flex-direction:row}.list-group-horizontal-md>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-md>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-md>.list-group-item.active{margin-top:0}.list-group-horizontal-md>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-md>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 992px){.list-group-horizontal-lg{flex-direction:row}.list-group-horizontal-lg>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-lg>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-lg>.list-group-item.active{margin-top:0}.list-group-horizontal-lg>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-lg>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 1200px){.list-group-horizontal-xl{flex-direction:row}.list-group-horizontal-xl>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-xl>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-xl>.list-group-item.active{margin-top:0}.list-group-horizontal-xl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xl>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 1400px){.list-group-horizontal-xxl{flex-direction:row}.list-group-horizontal-xxl>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-xxl>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-xxl>.list-group-item.active{margin-top:0}.list-group-horizontal-xxl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xxl>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}.list-group-flush{border-radius:0}.list-group-flush>.list-group-item{border-width:0 0 var(--bs-list-group-border-width)}.list-group-flush>.list-group-item:last-child{border-bottom-width:0}.list-group-item-primary{--bs-list-group-color: var(--bs-primary-text-emphasis);--bs-list-group-bg: var(--bs-primary-bg-subtle);--bs-list-group-border-color: var(--bs-primary-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-primary-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-primary-border-subtle);--bs-list-group-active-color: var(--bs-primary-bg-subtle);--bs-list-group-active-bg: var(--bs-primary-text-emphasis);--bs-list-group-active-border-color: var(--bs-primary-text-emphasis)}.list-group-item-secondary{--bs-list-group-color: var(--bs-secondary-text-emphasis);--bs-list-group-bg: var(--bs-secondary-bg-subtle);--bs-list-group-border-color: var(--bs-secondary-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-secondary-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-secondary-border-subtle);--bs-list-group-active-color: var(--bs-secondary-bg-subtle);--bs-list-group-active-bg: var(--bs-secondary-text-emphasis);--bs-list-group-active-border-color: var(--bs-secondary-text-emphasis)}.list-group-item-success{--bs-list-group-color: var(--bs-success-text-emphasis);--bs-list-group-bg: var(--bs-success-bg-subtle);--bs-list-group-border-color: var(--bs-success-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-success-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-success-border-subtle);--bs-list-group-active-color: var(--bs-success-bg-subtle);--bs-list-group-active-bg: var(--bs-success-text-emphasis);--bs-list-group-active-border-color: var(--bs-success-text-emphasis)}.list-group-item-info{--bs-list-group-color: var(--bs-info-text-emphasis);--bs-list-group-bg: var(--bs-info-bg-subtle);--bs-list-group-border-color: var(--bs-info-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-info-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-info-border-subtle);--bs-list-group-active-color: var(--bs-info-bg-subtle);--bs-list-group-active-bg: var(--bs-info-text-emphasis);--bs-list-group-active-border-color: var(--bs-info-text-emphasis)}.list-group-item-warning{--bs-list-group-color: var(--bs-warning-text-emphasis);--bs-list-group-bg: var(--bs-warning-bg-subtle);--bs-list-group-border-color: var(--bs-warning-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-warning-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-warning-border-subtle);--bs-list-group-active-color: var(--bs-warning-bg-subtle);--bs-list-group-active-bg: var(--bs-warning-text-emphasis);--bs-list-group-active-border-color: var(--bs-warning-text-emphasis)}.list-group-item-danger{--bs-list-group-color: var(--bs-danger-text-emphasis);--bs-list-group-bg: var(--bs-danger-bg-subtle);--bs-list-group-border-color: var(--bs-danger-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-danger-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-danger-border-subtle);--bs-list-group-active-color: var(--bs-danger-bg-subtle);--bs-list-group-active-bg: var(--bs-danger-text-emphasis);--bs-list-group-active-border-color: var(--bs-danger-text-emphasis)}.list-group-item-light{--bs-list-group-color: var(--bs-light-text-emphasis);--bs-list-group-bg: var(--bs-light-bg-subtle);--bs-list-group-border-color: var(--bs-light-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-light-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-light-border-subtle);--bs-list-group-active-color: var(--bs-light-bg-subtle);--bs-list-group-active-bg: var(--bs-light-text-emphasis);--bs-list-group-active-border-color: var(--bs-light-text-emphasis)}.list-group-item-dark{--bs-list-group-color: var(--bs-dark-text-emphasis);--bs-list-group-bg: var(--bs-dark-bg-subtle);--bs-list-group-border-color: var(--bs-dark-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-dark-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-dark-border-subtle);--bs-list-group-active-color: var(--bs-dark-bg-subtle);--bs-list-group-active-bg: var(--bs-dark-text-emphasis);--bs-list-group-active-border-color: var(--bs-dark-text-emphasis)}.btn-close{--bs-btn-close-color: #000;--bs-btn-close-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23000'%3e%3cpath d='M.293.293a1 1 0 0 1 1.414 0L8 6.586 14.293.293a1 1 0 1 1 1.414 1.414L9.414 8l6.293 6.293a1 1 0 0 1-1.414 1.414L8 9.414l-6.293 6.293a1 1 0 0 1-1.414-1.414L6.586 8 .293 1.707a1 1 0 0 1 0-1.414z'/%3e%3c/svg%3e");--bs-btn-close-opacity: 0.5;--bs-btn-close-hover-opacity: 0.75;--bs-btn-close-focus-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);--bs-btn-close-focus-opacity: 1;--bs-btn-close-disabled-opacity: 0.25;--bs-btn-close-white-filter: invert(1) grayscale(100%) brightness(200%);box-sizing:content-box;width:1em;height:1em;padding:.25em .25em;color:var(--bs-btn-close-color);background:rgba(0,0,0,0) var(--bs-btn-close-bg) center/1em auto no-repeat;border:0;border-radius:.375rem;opacity:var(--bs-btn-close-opacity)}.btn-close:hover{color:var(--bs-btn-close-color);text-decoration:none;opacity:var(--bs-btn-close-hover-opacity)}.btn-close:focus{outline:0;box-shadow:var(--bs-btn-close-focus-shadow);opacity:var(--bs-btn-close-focus-opacity)}.btn-close:disabled,.btn-close.disabled{pointer-events:none;user-select:none;opacity:var(--bs-btn-close-disabled-opacity)}.btn-close-white{filter:var(--bs-btn-close-white-filter)}[data-bs-theme=dark] .btn-close{filter:var(--bs-btn-close-white-filter)}.toast{--bs-toast-zindex: 1090;--bs-toast-padding-x: 0.75rem;--bs-toast-padding-y: 0.5rem;--bs-toast-spacing: 1.5rem;--bs-toast-max-width: 350px;--bs-toast-font-size:0.875rem;--bs-toast-color: ;--bs-toast-bg: rgba(var(--bs-body-bg-rgb), 0.85);--bs-toast-border-width: var(--bs-border-width);--bs-toast-border-color: var(--bs-border-color-translucent);--bs-toast-border-radius: var(--bs-border-radius);--bs-toast-box-shadow: var(--bs-box-shadow);--bs-toast-header-color: var(--bs-secondary-color);--bs-toast-header-bg: rgba(var(--bs-body-bg-rgb), 0.85);--bs-toast-header-border-color: var(--bs-border-color-translucent);width:var(--bs-toast-max-width);max-width:100%;font-size:var(--bs-toast-font-size);color:var(--bs-toast-color);pointer-events:auto;background-color:var(--bs-toast-bg);background-clip:padding-box;border:var(--bs-toast-border-width) solid var(--bs-toast-border-color);box-shadow:var(--bs-toast-box-shadow);border-radius:var(--bs-toast-border-radius)}.toast.showing{opacity:0}.toast:not(.show){display:none}.toast-container{--bs-toast-zindex: 1090;position:absolute;z-index:var(--bs-toast-zindex);width:max-content;max-width:100%;pointer-events:none}.toast-container>:not(:last-child){margin-bottom:var(--bs-toast-spacing)}.toast-header{display:flex;align-items:center;padding:var(--bs-toast-padding-y) var(--bs-toast-padding-x);color:var(--bs-toast-header-color);background-color:var(--bs-toast-header-bg);background-clip:padding-box;border-bottom:var(--bs-toast-border-width) solid var(--bs-toast-header-border-color);border-top-left-radius:calc(var(--bs-toast-border-radius) - var(--bs-toast-border-width));border-top-right-radius:calc(var(--bs-toast-border-radius) - var(--bs-toast-border-width))}.toast-header .btn-close{margin-right:calc(-0.5*var(--bs-toast-padding-x));margin-left:var(--bs-toast-padding-x)}.toast-body{padding:var(--bs-toast-padding-x);word-wrap:break-word}.modal{--bs-modal-zindex: 1055;--bs-modal-width: 500px;--bs-modal-padding: 1rem;--bs-modal-margin: 0.5rem;--bs-modal-color: ;--bs-modal-bg: var(--bs-body-bg);--bs-modal-border-color: var(--bs-border-color-translucent);--bs-modal-border-width: var(--bs-border-width);--bs-modal-border-radius: var(--bs-border-radius-lg);--bs-modal-box-shadow: var(--bs-box-shadow-sm);--bs-modal-inner-border-radius: calc(var(--bs-border-radius-lg) - (var(--bs-border-width)));--bs-modal-header-padding-x: 1rem;--bs-modal-header-padding-y: 1rem;--bs-modal-header-padding: 1rem 1rem;--bs-modal-header-border-color: var(--bs-border-color);--bs-modal-header-border-width: var(--bs-border-width);--bs-modal-title-line-height: 1.5;--bs-modal-footer-gap: 0.5rem;--bs-modal-footer-bg: ;--bs-modal-footer-border-color: var(--bs-border-color);--bs-modal-footer-border-width: var(--bs-border-width);position:fixed;top:0;left:0;z-index:var(--bs-modal-zindex);display:none;width:100%;height:100%;overflow-x:hidden;overflow-y:auto;outline:0}.modal-dialog{position:relative;width:auto;margin:var(--bs-modal-margin);pointer-events:none}.modal.fade .modal-dialog{transition:transform .3s ease-out;transform:translate(0, -50px)}@media(prefers-reduced-motion: reduce){.modal.fade .modal-dialog{transition:none}}.modal.show .modal-dialog{transform:none}.modal.modal-static .modal-dialog{transform:scale(1.02)}.modal-dialog-scrollable{height:calc(100% - var(--bs-modal-margin)*2)}.modal-dialog-scrollable .modal-content{max-height:100%;overflow:hidden}.modal-dialog-scrollable .modal-body{overflow-y:auto}.modal-dialog-centered{display:flex;align-items:center;min-height:calc(100% - var(--bs-modal-margin)*2)}.modal-content{position:relative;display:flex;flex-direction:column;width:100%;color:var(--bs-modal-color);pointer-events:auto;background-color:var(--bs-modal-bg);background-clip:padding-box;border:var(--bs-modal-border-width) solid var(--bs-modal-border-color);border-radius:var(--bs-modal-border-radius);outline:0}.modal-backdrop{--bs-backdrop-zindex: 1050;--bs-backdrop-bg: #000;--bs-backdrop-opacity: 0.5;position:fixed;top:0;left:0;z-index:var(--bs-backdrop-zindex);width:100vw;height:100vh;background-color:var(--bs-backdrop-bg)}.modal-backdrop.fade{opacity:0}.modal-backdrop.show{opacity:var(--bs-backdrop-opacity)}.modal-header{display:flex;flex-shrink:0;align-items:center;justify-content:space-between;padding:var(--bs-modal-header-padding);border-bottom:var(--bs-modal-header-border-width) solid var(--bs-modal-header-border-color);border-top-left-radius:var(--bs-modal-inner-border-radius);border-top-right-radius:var(--bs-modal-inner-border-radius)}.modal-header .btn-close{padding:calc(var(--bs-modal-header-padding-y)*.5) calc(var(--bs-modal-header-padding-x)*.5);margin:calc(-0.5*var(--bs-modal-header-padding-y)) calc(-0.5*var(--bs-modal-header-padding-x)) calc(-0.5*var(--bs-modal-header-padding-y)) auto}.modal-title{margin-bottom:0;line-height:var(--bs-modal-title-line-height)}.modal-body{position:relative;flex:1 1 auto;padding:var(--bs-modal-padding)}.modal-footer{display:flex;flex-shrink:0;flex-wrap:wrap;align-items:center;justify-content:flex-end;padding:calc(var(--bs-modal-padding) - var(--bs-modal-footer-gap)*.5);background-color:var(--bs-modal-footer-bg);border-top:var(--bs-modal-footer-border-width) solid var(--bs-modal-footer-border-color);border-bottom-right-radius:var(--bs-modal-inner-border-radius);border-bottom-left-radius:var(--bs-modal-inner-border-radius)}.modal-footer>*{margin:calc(var(--bs-modal-footer-gap)*.5)}@media(min-width: 576px){.modal{--bs-modal-margin: 1.75rem;--bs-modal-box-shadow: var(--bs-box-shadow)}.modal-dialog{max-width:var(--bs-modal-width);margin-right:auto;margin-left:auto}.modal-sm{--bs-modal-width: 300px}}@media(min-width: 992px){.modal-lg,.modal-xl{--bs-modal-width: 800px}}@media(min-width: 1200px){.modal-xl{--bs-modal-width: 1140px}}.modal-fullscreen{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen .modal-content{height:100%;border:0;border-radius:0}.modal-fullscreen .modal-header,.modal-fullscreen .modal-footer{border-radius:0}.modal-fullscreen .modal-body{overflow-y:auto}@media(max-width: 575.98px){.modal-fullscreen-sm-down{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen-sm-down .modal-content{height:100%;border:0;border-radius:0}.modal-fullscreen-sm-down .modal-header,.modal-fullscreen-sm-down .modal-footer{border-radius:0}.modal-fullscreen-sm-down .modal-body{overflow-y:auto}}@media(max-width: 767.98px){.modal-fullscreen-md-down{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen-md-down .modal-content{height:100%;border:0;border-radius:0}.modal-fullscreen-md-down .modal-header,.modal-fullscreen-md-down .modal-footer{border-radius:0}.modal-fullscreen-md-down .modal-body{overflow-y:auto}}@media(max-width: 991.98px){.modal-fullscreen-lg-down{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen-lg-down .modal-content{height:100%;border:0;border-radius:0}.modal-fullscreen-lg-down .modal-header,.modal-fullscreen-lg-down .modal-footer{border-radius:0}.modal-fullscreen-lg-down .modal-body{overflow-y:auto}}@media(max-width: 1199.98px){.modal-fullscreen-xl-down{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen-xl-down .modal-content{height:100%;border:0;border-radius:0}.modal-fullscreen-xl-down .modal-header,.modal-fullscreen-xl-down .modal-footer{border-radius:0}.modal-fullscreen-xl-down .modal-body{overflow-y:auto}}@media(max-width: 1399.98px){.modal-fullscreen-xxl-down{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen-xxl-down .modal-content{height:100%;border:0;border-radius:0}.modal-fullscreen-xxl-down .modal-header,.modal-fullscreen-xxl-down .modal-footer{border-radius:0}.modal-fullscreen-xxl-down .modal-body{overflow-y:auto}}.tooltip{--bs-tooltip-zindex: 1080;--bs-tooltip-max-width: 200px;--bs-tooltip-padding-x: 0.5rem;--bs-tooltip-padding-y: 0.25rem;--bs-tooltip-margin: ;--bs-tooltip-font-size:0.875rem;--bs-tooltip-color: var(--bs-body-bg);--bs-tooltip-bg: var(--bs-emphasis-color);--bs-tooltip-border-radius: var(--bs-border-radius);--bs-tooltip-opacity: 0.9;--bs-tooltip-arrow-width: 0.8rem;--bs-tooltip-arrow-height: 0.4rem;z-index:var(--bs-tooltip-zindex);display:block;margin:var(--bs-tooltip-margin);font-family:var(--bs-font-sans-serif);font-style:normal;font-weight:400;line-height:1.5;text-align:left;text-align:start;text-decoration:none;text-shadow:none;text-transform:none;letter-spacing:normal;word-break:normal;white-space:normal;word-spacing:normal;line-break:auto;font-size:var(--bs-tooltip-font-size);word-wrap:break-word;opacity:0}.tooltip.show{opacity:var(--bs-tooltip-opacity)}.tooltip .tooltip-arrow{display:block;width:var(--bs-tooltip-arrow-width);height:var(--bs-tooltip-arrow-height)}.tooltip .tooltip-arrow::before{position:absolute;content:"";border-color:rgba(0,0,0,0);border-style:solid}.bs-tooltip-top 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.tooltip-arrow{top:calc(-1*var(--bs-tooltip-arrow-height))}.bs-tooltip-bottom .tooltip-arrow::before,.bs-tooltip-auto[data-popper-placement^=bottom] .tooltip-arrow::before{bottom:-1px;border-width:0 calc(var(--bs-tooltip-arrow-width)*.5) var(--bs-tooltip-arrow-height);border-bottom-color:var(--bs-tooltip-bg)}.bs-tooltip-start .tooltip-arrow,.bs-tooltip-auto[data-popper-placement^=left] .tooltip-arrow{right:calc(-1*var(--bs-tooltip-arrow-height));width:var(--bs-tooltip-arrow-height);height:var(--bs-tooltip-arrow-width)}.bs-tooltip-start .tooltip-arrow::before,.bs-tooltip-auto[data-popper-placement^=left] .tooltip-arrow::before{left:-1px;border-width:calc(var(--bs-tooltip-arrow-width)*.5) 0 calc(var(--bs-tooltip-arrow-width)*.5) var(--bs-tooltip-arrow-height);border-left-color:var(--bs-tooltip-bg)}.tooltip-inner{max-width:var(--bs-tooltip-max-width);padding:var(--bs-tooltip-padding-y) 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.dropdown-toggle-split::before{margin-right:0}.btn-sm+.dropdown-toggle-split,.btn-group-sm>.btn+.dropdown-toggle-split{padding-right:.375rem;padding-left:.375rem}.btn-lg+.dropdown-toggle-split,.btn-group-lg>.btn+.dropdown-toggle-split{padding-right:.75rem;padding-left:.75rem}.btn-group-vertical{flex-direction:column;align-items:flex-start;justify-content:center}.btn-group-vertical>.btn,.btn-group-vertical>.btn-group{width:100%}.btn-group-vertical>.btn:not(:first-child),.btn-group-vertical>.btn-group:not(:first-child){margin-top:calc(var(--bs-border-width) * -1)}.btn-group-vertical>.btn:not(:last-child):not(.dropdown-toggle),.btn-group-vertical>.btn-group:not(:last-child)>.btn{border-bottom-right-radius:0;border-bottom-left-radius:0}.btn-group-vertical>.btn~.btn,.btn-group-vertical>.btn-group:not(:first-child)>.btn{border-top-left-radius:0;border-top-right-radius:0}.nav{--bs-nav-link-padding-x: 1rem;--bs-nav-link-padding-y: 0.5rem;--bs-nav-link-font-weight: ;--bs-nav-link-color: 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.offcanvas .offcanvas-header{display:none}.navbar-expand-lg .offcanvas .offcanvas-body{display:flex;flex-grow:0;padding:0;overflow-y:visible}}@media(min-width: 1200px){.navbar-expand-xl{flex-wrap:nowrap;justify-content:flex-start}.navbar-expand-xl .navbar-nav{flex-direction:row}.navbar-expand-xl .navbar-nav .dropdown-menu{position:absolute}.navbar-expand-xl .navbar-nav .nav-link{padding-right:var(--bs-navbar-nav-link-padding-x);padding-left:var(--bs-navbar-nav-link-padding-x)}.navbar-expand-xl .navbar-nav-scroll{overflow:visible}.navbar-expand-xl .navbar-collapse{display:flex !important;flex-basis:auto}.navbar-expand-xl .navbar-toggler{display:none}.navbar-expand-xl .offcanvas{position:static;z-index:auto;flex-grow:1;width:auto !important;height:auto !important;visibility:visible !important;background-color:rgba(0,0,0,0) !important;border:0 !important;transform:none !important;transition:none}.navbar-expand-xl .offcanvas .offcanvas-header{display:none}.navbar-expand-xl .offcanvas .offcanvas-body{display:flex;flex-grow:0;padding:0;overflow-y:visible}}@media(min-width: 1400px){.navbar-expand-xxl{flex-wrap:nowrap;justify-content:flex-start}.navbar-expand-xxl .navbar-nav{flex-direction:row}.navbar-expand-xxl .navbar-nav .dropdown-menu{position:absolute}.navbar-expand-xxl .navbar-nav .nav-link{padding-right:var(--bs-navbar-nav-link-padding-x);padding-left:var(--bs-navbar-nav-link-padding-x)}.navbar-expand-xxl .navbar-nav-scroll{overflow:visible}.navbar-expand-xxl .navbar-collapse{display:flex !important;flex-basis:auto}.navbar-expand-xxl .navbar-toggler{display:none}.navbar-expand-xxl .offcanvas{position:static;z-index:auto;flex-grow:1;width:auto !important;height:auto !important;visibility:visible !important;background-color:rgba(0,0,0,0) !important;border:0 !important;transform:none !important;transition:none}.navbar-expand-xxl .offcanvas .offcanvas-header{display:none}.navbar-expand-xxl .offcanvas .offcanvas-body{display:flex;flex-grow:0;padding:0;overflow-y:visible}}.navbar-expand{flex-wrap:nowrap;justify-content:flex-start}.navbar-expand .navbar-nav{flex-direction:row}.navbar-expand .navbar-nav .dropdown-menu{position:absolute}.navbar-expand .navbar-nav .nav-link{padding-right:var(--bs-navbar-nav-link-padding-x);padding-left:var(--bs-navbar-nav-link-padding-x)}.navbar-expand .navbar-nav-scroll{overflow:visible}.navbar-expand .navbar-collapse{display:flex !important;flex-basis:auto}.navbar-expand .navbar-toggler{display:none}.navbar-expand .offcanvas{position:static;z-index:auto;flex-grow:1;width:auto !important;height:auto !important;visibility:visible !important;background-color:rgba(0,0,0,0) !important;border:0 !important;transform:none !important;transition:none}.navbar-expand .offcanvas .offcanvas-header{display:none}.navbar-expand .offcanvas .offcanvas-body{display:flex;flex-grow:0;padding:0;overflow-y:visible}.navbar-dark,.navbar[data-bs-theme=dark]{--bs-navbar-color: rgba(255, 255, 255, 0.55);--bs-navbar-hover-color: rgba(255, 255, 255, 0.75);--bs-navbar-disabled-color: rgba(255, 255, 255, 0.25);--bs-navbar-active-color: #fff;--bs-navbar-brand-color: #fff;--bs-navbar-brand-hover-color: #fff;--bs-navbar-toggler-border-color: rgba(255, 255, 255, 0.1);--bs-navbar-toggler-icon-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'%3e%3cpath stroke='rgba%28255, 255, 255, 0.55%29' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/%3e%3c/svg%3e")}[data-bs-theme=dark] .navbar-toggler-icon{--bs-navbar-toggler-icon-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'%3e%3cpath stroke='rgba%28255, 255, 255, 0.55%29' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/%3e%3c/svg%3e")}.card{--bs-card-spacer-y: 1rem;--bs-card-spacer-x: 1rem;--bs-card-title-spacer-y: 0.5rem;--bs-card-title-color: ;--bs-card-subtitle-color: ;--bs-card-border-width: var(--bs-border-width);--bs-card-border-color: var(--bs-border-color-translucent);--bs-card-border-radius: var(--bs-border-radius);--bs-card-box-shadow: ;--bs-card-inner-border-radius: calc(var(--bs-border-radius) - (var(--bs-border-width)));--bs-card-cap-padding-y: 0.5rem;--bs-card-cap-padding-x: 1rem;--bs-card-cap-bg: rgba(var(--bs-body-color-rgb), 0.03);--bs-card-cap-color: ;--bs-card-height: ;--bs-card-color: ;--bs-card-bg: var(--bs-body-bg);--bs-card-img-overlay-padding: 1rem;--bs-card-group-margin: 0.75rem;position:relative;display:flex;flex-direction:column;min-width:0;height:var(--bs-card-height);color:var(--bs-body-color);word-wrap:break-word;background-color:var(--bs-card-bg);background-clip:border-box;border:var(--bs-card-border-width) solid var(--bs-card-border-color);border-radius:var(--bs-card-border-radius)}.card>hr{margin-right:0;margin-left:0}.card>.list-group{border-top:inherit;border-bottom:inherit}.card>.list-group:first-child{border-top-width:0;border-top-left-radius:var(--bs-card-inner-border-radius);border-top-right-radius:var(--bs-card-inner-border-radius)}.card>.list-group:last-child{border-bottom-width:0;border-bottom-right-radius:var(--bs-card-inner-border-radius);border-bottom-left-radius:var(--bs-card-inner-border-radius)}.card>.card-header+.list-group,.card>.list-group+.card-footer{border-top:0}.card-body{flex:1 1 auto;padding:var(--bs-card-spacer-y) var(--bs-card-spacer-x);color:var(--bs-card-color)}.card-title{margin-bottom:var(--bs-card-title-spacer-y);color:var(--bs-card-title-color)}.card-subtitle{margin-top:calc(-0.5*var(--bs-card-title-spacer-y));margin-bottom:0;color:var(--bs-card-subtitle-color)}.card-text:last-child{margin-bottom:0}.card-link+.card-link{margin-left:var(--bs-card-spacer-x)}.card-header{padding:var(--bs-card-cap-padding-y) var(--bs-card-cap-padding-x);margin-bottom:0;color:var(--bs-card-cap-color);background-color:var(--bs-card-cap-bg);border-bottom:var(--bs-card-border-width) solid var(--bs-card-border-color)}.card-header:first-child{border-radius:var(--bs-card-inner-border-radius) var(--bs-card-inner-border-radius) 0 0}.card-footer{padding:var(--bs-card-cap-padding-y) var(--bs-card-cap-padding-x);color:var(--bs-card-cap-color);background-color:var(--bs-card-cap-bg);border-top:var(--bs-card-border-width) solid var(--bs-card-border-color)}.card-footer:last-child{border-radius:0 0 var(--bs-card-inner-border-radius) var(--bs-card-inner-border-radius)}.card-header-tabs{margin-right:calc(-0.5*var(--bs-card-cap-padding-x));margin-bottom:calc(-1*var(--bs-card-cap-padding-y));margin-left:calc(-0.5*var(--bs-card-cap-padding-x));border-bottom:0}.card-header-tabs .nav-link.active{background-color:var(--bs-card-bg);border-bottom-color:var(--bs-card-bg)}.card-header-pills{margin-right:calc(-0.5*var(--bs-card-cap-padding-x));margin-left:calc(-0.5*var(--bs-card-cap-padding-x))}.card-img-overlay{position:absolute;top:0;right:0;bottom:0;left:0;padding:var(--bs-card-img-overlay-padding);border-radius:var(--bs-card-inner-border-radius)}.card-img,.card-img-top,.card-img-bottom{width:100%}.card-img,.card-img-top{border-top-left-radius:var(--bs-card-inner-border-radius);border-top-right-radius:var(--bs-card-inner-border-radius)}.card-img,.card-img-bottom{border-bottom-right-radius:var(--bs-card-inner-border-radius);border-bottom-left-radius:var(--bs-card-inner-border-radius)}.card-group>.card{margin-bottom:var(--bs-card-group-margin)}@media(min-width: 576px){.card-group{display:flex;flex-flow:row wrap}.card-group>.card{flex:1 0 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reduce){.accordion-button{transition:none}}.accordion-button:not(.collapsed){color:var(--bs-accordion-active-color);background-color:var(--bs-accordion-active-bg);box-shadow:inset 0 calc(-1*var(--bs-accordion-border-width)) 0 var(--bs-accordion-border-color)}.accordion-button:not(.collapsed)::after{background-image:var(--bs-accordion-btn-active-icon);transform:var(--bs-accordion-btn-icon-transform)}.accordion-button::after{flex-shrink:0;width:var(--bs-accordion-btn-icon-width);height:var(--bs-accordion-btn-icon-width);margin-left:auto;content:"";background-image:var(--bs-accordion-btn-icon);background-repeat:no-repeat;background-size:var(--bs-accordion-btn-icon-width);transition:var(--bs-accordion-btn-icon-transition)}@media(prefers-reduced-motion: reduce){.accordion-button::after{transition:none}}.accordion-button:hover{z-index:2}.accordion-button:focus{z-index:3;border-color:var(--bs-accordion-btn-focus-border-color);outline:0;box-shadow:var(--bs-accordion-btn-focus-box-shadow)}.accordion-header{margin-bottom:0}.accordion-item{color:var(--bs-accordion-color);background-color:var(--bs-accordion-bg);border:var(--bs-accordion-border-width) solid var(--bs-accordion-border-color)}.accordion-item:first-of-type{border-top-left-radius:var(--bs-accordion-border-radius);border-top-right-radius:var(--bs-accordion-border-radius)}.accordion-item:first-of-type .accordion-button{border-top-left-radius:var(--bs-accordion-inner-border-radius);border-top-right-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:not(:first-of-type){border-top:0}.accordion-item:last-of-type{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-item:last-of-type .accordion-button.collapsed{border-bottom-right-radius:var(--bs-accordion-inner-border-radius);border-bottom-left-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:last-of-type .accordion-collapse{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-body{padding:var(--bs-accordion-body-padding-y) var(--bs-accordion-body-padding-x)}.accordion-flush .accordion-collapse{border-width:0}.accordion-flush .accordion-item{border-right:0;border-left:0;border-radius:0}.accordion-flush .accordion-item:first-child{border-top:0}.accordion-flush .accordion-item:last-child{border-bottom:0}.accordion-flush .accordion-item .accordion-button,.accordion-flush .accordion-item .accordion-button.collapsed{border-radius:0}[data-bs-theme=dark] .accordion-button::after{--bs-accordion-btn-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%236ea8fe'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e");--bs-accordion-btn-active-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%236ea8fe'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e")}.breadcrumb{--bs-breadcrumb-padding-x: 0;--bs-breadcrumb-padding-y: 0;--bs-breadcrumb-margin-bottom: 1rem;--bs-breadcrumb-bg: ;--bs-breadcrumb-border-radius: ;--bs-breadcrumb-divider-color: var(--bs-secondary-color);--bs-breadcrumb-item-padding-x: 0.5rem;--bs-breadcrumb-item-active-color: var(--bs-secondary-color);display:flex;flex-wrap:wrap;padding:var(--bs-breadcrumb-padding-y) var(--bs-breadcrumb-padding-x);margin-bottom:var(--bs-breadcrumb-margin-bottom);font-size:var(--bs-breadcrumb-font-size);list-style:none;background-color:var(--bs-breadcrumb-bg);border-radius:var(--bs-breadcrumb-border-radius)}.breadcrumb-item+.breadcrumb-item{padding-left:var(--bs-breadcrumb-item-padding-x)}.breadcrumb-item+.breadcrumb-item::before{float:left;padding-right:var(--bs-breadcrumb-item-padding-x);color:var(--bs-breadcrumb-divider-color);content:var(--bs-breadcrumb-divider, "/") /* rtl: var(--bs-breadcrumb-divider, "/") */}.breadcrumb-item.active{color:var(--bs-breadcrumb-item-active-color)}.pagination{--bs-pagination-padding-x: 0.75rem;--bs-pagination-padding-y: 0.375rem;--bs-pagination-font-size:1rem;--bs-pagination-color: var(--bs-link-color);--bs-pagination-bg: var(--bs-body-bg);--bs-pagination-border-width: var(--bs-border-width);--bs-pagination-border-color: var(--bs-border-color);--bs-pagination-border-radius: var(--bs-border-radius);--bs-pagination-hover-color: var(--bs-link-hover-color);--bs-pagination-hover-bg: var(--bs-tertiary-bg);--bs-pagination-hover-border-color: var(--bs-border-color);--bs-pagination-focus-color: var(--bs-link-hover-color);--bs-pagination-focus-bg: var(--bs-secondary-bg);--bs-pagination-focus-box-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);--bs-pagination-active-color: #fff;--bs-pagination-active-bg: #0d6efd;--bs-pagination-active-border-color: #0d6efd;--bs-pagination-disabled-color: var(--bs-secondary-color);--bs-pagination-disabled-bg: var(--bs-secondary-bg);--bs-pagination-disabled-border-color: var(--bs-border-color);display:flex;padding-left:0;list-style:none}.page-link{position:relative;display:block;padding:var(--bs-pagination-padding-y) var(--bs-pagination-padding-x);font-size:var(--bs-pagination-font-size);color:var(--bs-pagination-color);text-decoration:none;background-color:var(--bs-pagination-bg);border:var(--bs-pagination-border-width) solid var(--bs-pagination-border-color);transition:color .15s ease-in-out,background-color .15s ease-in-out,border-color .15s ease-in-out,box-shadow .15s ease-in-out}@media(prefers-reduced-motion: reduce){.page-link{transition:none}}.page-link:hover{z-index:2;color:var(--bs-pagination-hover-color);background-color:var(--bs-pagination-hover-bg);border-color:var(--bs-pagination-hover-border-color)}.page-link:focus{z-index:3;color:var(--bs-pagination-focus-color);background-color:var(--bs-pagination-focus-bg);outline:0;box-shadow:var(--bs-pagination-focus-box-shadow)}.page-link.active,.active>.page-link{z-index:3;color:var(--bs-pagination-active-color);background-color:var(--bs-pagination-active-bg);border-color:var(--bs-pagination-active-border-color)}.page-link.disabled,.disabled>.page-link{color:var(--bs-pagination-disabled-color);pointer-events:none;background-color:var(--bs-pagination-disabled-bg);border-color:var(--bs-pagination-disabled-border-color)}.page-item:not(:first-child) .page-link{margin-left:calc(var(--bs-border-width) * -1)}.page-item:first-child .page-link{border-top-left-radius:var(--bs-pagination-border-radius);border-bottom-left-radius:var(--bs-pagination-border-radius)}.page-item:last-child .page-link{border-top-right-radius:var(--bs-pagination-border-radius);border-bottom-right-radius:var(--bs-pagination-border-radius)}.pagination-lg{--bs-pagination-padding-x: 1.5rem;--bs-pagination-padding-y: 0.75rem;--bs-pagination-font-size:1.25rem;--bs-pagination-border-radius: var(--bs-border-radius-lg)}.pagination-sm{--bs-pagination-padding-x: 0.5rem;--bs-pagination-padding-y: 0.25rem;--bs-pagination-font-size:0.875rem;--bs-pagination-border-radius: var(--bs-border-radius-sm)}.badge{--bs-badge-padding-x: 0.65em;--bs-badge-padding-y: 0.35em;--bs-badge-font-size:0.75em;--bs-badge-font-weight: 700;--bs-badge-color: #fff;--bs-badge-border-radius: var(--bs-border-radius);display:inline-block;padding:var(--bs-badge-padding-y) var(--bs-badge-padding-x);font-size:var(--bs-badge-font-size);font-weight:var(--bs-badge-font-weight);line-height:1;color:var(--bs-badge-color);text-align:center;white-space:nowrap;vertical-align:baseline;border-radius:var(--bs-badge-border-radius)}.badge:empty{display:none}.btn .badge{position:relative;top:-1px}.alert{--bs-alert-bg: transparent;--bs-alert-padding-x: 1rem;--bs-alert-padding-y: 1rem;--bs-alert-margin-bottom: 1rem;--bs-alert-color: inherit;--bs-alert-border-color: transparent;--bs-alert-border: var(--bs-border-width) solid var(--bs-alert-border-color);--bs-alert-border-radius: var(--bs-border-radius);--bs-alert-link-color: inherit;position:relative;padding:var(--bs-alert-padding-y) var(--bs-alert-padding-x);margin-bottom:var(--bs-alert-margin-bottom);color:var(--bs-alert-color);background-color:var(--bs-alert-bg);border:var(--bs-alert-border);border-radius:var(--bs-alert-border-radius)}.alert-heading{color:inherit}.alert-link{font-weight:700;color:var(--bs-alert-link-color)}.alert-dismissible{padding-right:3rem}.alert-dismissible .btn-close{position:absolute;top:0;right:0;z-index:2;padding:1.25rem 1rem}.alert-primary{--bs-alert-color: var(--bs-primary-text-emphasis);--bs-alert-bg: var(--bs-primary-bg-subtle);--bs-alert-border-color: var(--bs-primary-border-subtle);--bs-alert-link-color: var(--bs-primary-text-emphasis)}.alert-secondary{--bs-alert-color: var(--bs-secondary-text-emphasis);--bs-alert-bg: var(--bs-secondary-bg-subtle);--bs-alert-border-color: var(--bs-secondary-border-subtle);--bs-alert-link-color: var(--bs-secondary-text-emphasis)}.alert-success{--bs-alert-color: var(--bs-success-text-emphasis);--bs-alert-bg: var(--bs-success-bg-subtle);--bs-alert-border-color: var(--bs-success-border-subtle);--bs-alert-link-color: var(--bs-success-text-emphasis)}.alert-info{--bs-alert-color: var(--bs-info-text-emphasis);--bs-alert-bg: var(--bs-info-bg-subtle);--bs-alert-border-color: var(--bs-info-border-subtle);--bs-alert-link-color: var(--bs-info-text-emphasis)}.alert-warning{--bs-alert-color: var(--bs-warning-text-emphasis);--bs-alert-bg: var(--bs-warning-bg-subtle);--bs-alert-border-color: var(--bs-warning-border-subtle);--bs-alert-link-color: var(--bs-warning-text-emphasis)}.alert-danger{--bs-alert-color: var(--bs-danger-text-emphasis);--bs-alert-bg: var(--bs-danger-bg-subtle);--bs-alert-border-color: var(--bs-danger-border-subtle);--bs-alert-link-color: var(--bs-danger-text-emphasis)}.alert-light{--bs-alert-color: var(--bs-light-text-emphasis);--bs-alert-bg: var(--bs-light-bg-subtle);--bs-alert-border-color: var(--bs-light-border-subtle);--bs-alert-link-color: var(--bs-light-text-emphasis)}.alert-dark{--bs-alert-color: var(--bs-dark-text-emphasis);--bs-alert-bg: var(--bs-dark-bg-subtle);--bs-alert-border-color: var(--bs-dark-border-subtle);--bs-alert-link-color: var(--bs-dark-text-emphasis)}@keyframes progress-bar-stripes{0%{background-position-x:1rem}}.progress,.progress-stacked{--bs-progress-height: 1rem;--bs-progress-font-size:0.75rem;--bs-progress-bg: var(--bs-secondary-bg);--bs-progress-border-radius: var(--bs-border-radius);--bs-progress-box-shadow: var(--bs-box-shadow-inset);--bs-progress-bar-color: #fff;--bs-progress-bar-bg: #0d6efd;--bs-progress-bar-transition: width 0.6s ease;display:flex;height:var(--bs-progress-height);overflow:hidden;font-size:var(--bs-progress-font-size);background-color:var(--bs-progress-bg);border-radius:var(--bs-progress-border-radius)}.progress-bar{display:flex;flex-direction:column;justify-content:center;overflow:hidden;color:var(--bs-progress-bar-color);text-align:center;white-space:nowrap;background-color:var(--bs-progress-bar-bg);transition:var(--bs-progress-bar-transition)}@media(prefers-reduced-motion: reduce){.progress-bar{transition:none}}.progress-bar-striped{background-image:linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-size:var(--bs-progress-height) var(--bs-progress-height)}.progress-stacked>.progress{overflow:visible}.progress-stacked>.progress>.progress-bar{width:100%}.progress-bar-animated{animation:1s linear infinite progress-bar-stripes}@media(prefers-reduced-motion: reduce){.progress-bar-animated{animation:none}}.list-group{--bs-list-group-color: var(--bs-body-color);--bs-list-group-bg: var(--bs-body-bg);--bs-list-group-border-color: var(--bs-border-color);--bs-list-group-border-width: var(--bs-border-width);--bs-list-group-border-radius: var(--bs-border-radius);--bs-list-group-item-padding-x: 1rem;--bs-list-group-item-padding-y: 0.5rem;--bs-list-group-action-color: var(--bs-secondary-color);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-tertiary-bg);--bs-list-group-action-active-color: var(--bs-body-color);--bs-list-group-action-active-bg: var(--bs-secondary-bg);--bs-list-group-disabled-color: var(--bs-secondary-color);--bs-list-group-disabled-bg: var(--bs-body-bg);--bs-list-group-active-color: #fff;--bs-list-group-active-bg: #0d6efd;--bs-list-group-active-border-color: #0d6efd;display:flex;flex-direction:column;padding-left:0;margin-bottom:0;border-radius:var(--bs-list-group-border-radius)}.list-group-numbered{list-style-type:none;counter-reset:section}.list-group-numbered>.list-group-item::before{content:counters(section, ".") ". ";counter-increment:section}.list-group-item-action{width:100%;color:var(--bs-list-group-action-color);text-align:inherit}.list-group-item-action:hover,.list-group-item-action:focus{z-index:1;color:var(--bs-list-group-action-hover-color);text-decoration:none;background-color:var(--bs-list-group-action-hover-bg)}.list-group-item-action:active{color:var(--bs-list-group-action-active-color);background-color:var(--bs-list-group-action-active-bg)}.list-group-item{position:relative;display:block;padding:var(--bs-list-group-item-padding-y) var(--bs-list-group-item-padding-x);color:var(--bs-list-group-color);text-decoration:none;background-color:var(--bs-list-group-bg);border:var(--bs-list-group-border-width) solid var(--bs-list-group-border-color)}.list-group-item:first-child{border-top-left-radius:inherit;border-top-right-radius:inherit}.list-group-item:last-child{border-bottom-right-radius:inherit;border-bottom-left-radius:inherit}.list-group-item.disabled,.list-group-item:disabled{color:var(--bs-list-group-disabled-color);pointer-events:none;background-color:var(--bs-list-group-disabled-bg)}.list-group-item.active{z-index:2;color:var(--bs-list-group-active-color);background-color:var(--bs-list-group-active-bg);border-color:var(--bs-list-group-active-border-color)}.list-group-item+.list-group-item{border-top-width:0}.list-group-item+.list-group-item.active{margin-top:calc(-1*var(--bs-list-group-border-width));border-top-width:var(--bs-list-group-border-width)}.list-group-horizontal{flex-direction:row}.list-group-horizontal>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal>.list-group-item.active{margin-top:0}.list-group-horizontal>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}@media(min-width: 576px){.list-group-horizontal-sm{flex-direction:row}.list-group-horizontal-sm>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-sm>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-sm>.list-group-item.active{margin-top:0}.list-group-horizontal-sm>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-sm>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 768px){.list-group-horizontal-md{flex-direction:row}.list-group-horizontal-md>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-md>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-md>.list-group-item.active{margin-top:0}.list-group-horizontal-md>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-md>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 992px){.list-group-horizontal-lg{flex-direction:row}.list-group-horizontal-lg>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-lg>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-lg>.list-group-item.active{margin-top:0}.list-group-horizontal-lg>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-lg>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 1200px){.list-group-horizontal-xl{flex-direction:row}.list-group-horizontal-xl>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-xl>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-xl>.list-group-item.active{margin-top:0}.list-group-horizontal-xl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xl>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 1400px){.list-group-horizontal-xxl{flex-direction:row}.list-group-horizontal-xxl>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-xxl>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-xxl>.list-group-item.active{margin-top:0}.list-group-horizontal-xxl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xxl>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}.list-group-flush{border-radius:0}.list-group-flush>.list-group-item{border-width:0 0 var(--bs-list-group-border-width)}.list-group-flush>.list-group-item:last-child{border-bottom-width:0}.list-group-item-primary{--bs-list-group-color: var(--bs-primary-text-emphasis);--bs-list-group-bg: var(--bs-primary-bg-subtle);--bs-list-group-border-color: var(--bs-primary-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-primary-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-primary-border-subtle);--bs-list-group-active-color: var(--bs-primary-bg-subtle);--bs-list-group-active-bg: var(--bs-primary-text-emphasis);--bs-list-group-active-border-color: var(--bs-primary-text-emphasis)}.list-group-item-secondary{--bs-list-group-color: var(--bs-secondary-text-emphasis);--bs-list-group-bg: var(--bs-secondary-bg-subtle);--bs-list-group-border-color: var(--bs-secondary-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-secondary-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-secondary-border-subtle);--bs-list-group-active-color: var(--bs-secondary-bg-subtle);--bs-list-group-active-bg: var(--bs-secondary-text-emphasis);--bs-list-group-active-border-color: var(--bs-secondary-text-emphasis)}.list-group-item-success{--bs-list-group-color: var(--bs-success-text-emphasis);--bs-list-group-bg: var(--bs-success-bg-subtle);--bs-list-group-border-color: var(--bs-success-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-success-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-success-border-subtle);--bs-list-group-active-color: var(--bs-success-bg-subtle);--bs-list-group-active-bg: var(--bs-success-text-emphasis);--bs-list-group-active-border-color: var(--bs-success-text-emphasis)}.list-group-item-info{--bs-list-group-color: var(--bs-info-text-emphasis);--bs-list-group-bg: var(--bs-info-bg-subtle);--bs-list-group-border-color: var(--bs-info-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-info-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-info-border-subtle);--bs-list-group-active-color: var(--bs-info-bg-subtle);--bs-list-group-active-bg: var(--bs-info-text-emphasis);--bs-list-group-active-border-color: var(--bs-info-text-emphasis)}.list-group-item-warning{--bs-list-group-color: var(--bs-warning-text-emphasis);--bs-list-group-bg: var(--bs-warning-bg-subtle);--bs-list-group-border-color: var(--bs-warning-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-warning-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-warning-border-subtle);--bs-list-group-active-color: var(--bs-warning-bg-subtle);--bs-list-group-active-bg: var(--bs-warning-text-emphasis);--bs-list-group-active-border-color: var(--bs-warning-text-emphasis)}.list-group-item-danger{--bs-list-group-color: var(--bs-danger-text-emphasis);--bs-list-group-bg: var(--bs-danger-bg-subtle);--bs-list-group-border-color: var(--bs-danger-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-danger-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-danger-border-subtle);--bs-list-group-active-color: var(--bs-danger-bg-subtle);--bs-list-group-active-bg: var(--bs-danger-text-emphasis);--bs-list-group-active-border-color: var(--bs-danger-text-emphasis)}.list-group-item-light{--bs-list-group-color: var(--bs-light-text-emphasis);--bs-list-group-bg: var(--bs-light-bg-subtle);--bs-list-group-border-color: var(--bs-light-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-light-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-light-border-subtle);--bs-list-group-active-color: var(--bs-light-bg-subtle);--bs-list-group-active-bg: var(--bs-light-text-emphasis);--bs-list-group-active-border-color: var(--bs-light-text-emphasis)}.list-group-item-dark{--bs-list-group-color: var(--bs-dark-text-emphasis);--bs-list-group-bg: var(--bs-dark-bg-subtle);--bs-list-group-border-color: var(--bs-dark-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-dark-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-dark-border-subtle);--bs-list-group-active-color: var(--bs-dark-bg-subtle);--bs-list-group-active-bg: var(--bs-dark-text-emphasis);--bs-list-group-active-border-color: var(--bs-dark-text-emphasis)}.btn-close{--bs-btn-close-color: #000;--bs-btn-close-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23000'%3e%3cpath d='M.293.293a1 1 0 0 1 1.414 0L8 6.586 14.293.293a1 1 0 1 1 1.414 1.414L9.414 8l6.293 6.293a1 1 0 0 1-1.414 1.414L8 9.414l-6.293 6.293a1 1 0 0 1-1.414-1.414L6.586 8 .293 1.707a1 1 0 0 1 0-1.414z'/%3e%3c/svg%3e");--bs-btn-close-opacity: 0.5;--bs-btn-close-hover-opacity: 0.75;--bs-btn-close-focus-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);--bs-btn-close-focus-opacity: 1;--bs-btn-close-disabled-opacity: 0.25;--bs-btn-close-white-filter: invert(1) grayscale(100%) brightness(200%);box-sizing:content-box;width:1em;height:1em;padding:.25em .25em;color:var(--bs-btn-close-color);background:rgba(0,0,0,0) var(--bs-btn-close-bg) center/1em auto no-repeat;border:0;border-radius:.375rem;opacity:var(--bs-btn-close-opacity)}.btn-close:hover{color:var(--bs-btn-close-color);text-decoration:none;opacity:var(--bs-btn-close-hover-opacity)}.btn-close:focus{outline:0;box-shadow:var(--bs-btn-close-focus-shadow);opacity:var(--bs-btn-close-focus-opacity)}.btn-close:disabled,.btn-close.disabled{pointer-events:none;user-select:none;opacity:var(--bs-btn-close-disabled-opacity)}.btn-close-white{filter:var(--bs-btn-close-white-filter)}[data-bs-theme=dark] .btn-close{filter:var(--bs-btn-close-white-filter)}.toast{--bs-toast-zindex: 1090;--bs-toast-padding-x: 0.75rem;--bs-toast-padding-y: 0.5rem;--bs-toast-spacing: 1.5rem;--bs-toast-max-width: 350px;--bs-toast-font-size:0.875rem;--bs-toast-color: ;--bs-toast-bg: rgba(var(--bs-body-bg-rgb), 0.85);--bs-toast-border-width: var(--bs-border-width);--bs-toast-border-color: var(--bs-border-color-translucent);--bs-toast-border-radius: var(--bs-border-radius);--bs-toast-box-shadow: var(--bs-box-shadow);--bs-toast-header-color: var(--bs-secondary-color);--bs-toast-header-bg: rgba(var(--bs-body-bg-rgb), 0.85);--bs-toast-header-border-color: var(--bs-border-color-translucent);width:var(--bs-toast-max-width);max-width:100%;font-size:var(--bs-toast-font-size);color:var(--bs-toast-color);pointer-events:auto;background-color:var(--bs-toast-bg);background-clip:padding-box;border:var(--bs-toast-border-width) solid var(--bs-toast-border-color);box-shadow:var(--bs-toast-box-shadow);border-radius:var(--bs-toast-border-radius)}.toast.showing{opacity:0}.toast:not(.show){display:none}.toast-container{--bs-toast-zindex: 1090;position:absolute;z-index:var(--bs-toast-zindex);width:max-content;max-width:100%;pointer-events:none}.toast-container>:not(:last-child){margin-bottom:var(--bs-toast-spacing)}.toast-header{display:flex;align-items:center;padding:var(--bs-toast-padding-y) var(--bs-toast-padding-x);color:var(--bs-toast-header-color);background-color:var(--bs-toast-header-bg);background-clip:padding-box;border-bottom:var(--bs-toast-border-width) solid var(--bs-toast-header-border-color);border-top-left-radius:calc(var(--bs-toast-border-radius) - var(--bs-toast-border-width));border-top-right-radius:calc(var(--bs-toast-border-radius) - var(--bs-toast-border-width))}.toast-header .btn-close{margin-right:calc(-0.5*var(--bs-toast-padding-x));margin-left:var(--bs-toast-padding-x)}.toast-body{padding:var(--bs-toast-padding-x);word-wrap:break-word}.modal{--bs-modal-zindex: 1055;--bs-modal-width: 500px;--bs-modal-padding: 1rem;--bs-modal-margin: 0.5rem;--bs-modal-color: ;--bs-modal-bg: var(--bs-body-bg);--bs-modal-border-color: var(--bs-border-color-translucent);--bs-modal-border-width: var(--bs-border-width);--bs-modal-border-radius: var(--bs-border-radius-lg);--bs-modal-box-shadow: var(--bs-box-shadow-sm);--bs-modal-inner-border-radius: calc(var(--bs-border-radius-lg) - (var(--bs-border-width)));--bs-modal-header-padding-x: 1rem;--bs-modal-header-padding-y: 1rem;--bs-modal-header-padding: 1rem 1rem;--bs-modal-header-border-color: var(--bs-border-color);--bs-modal-header-border-width: var(--bs-border-width);--bs-modal-title-line-height: 1.5;--bs-modal-footer-gap: 0.5rem;--bs-modal-footer-bg: ;--bs-modal-footer-border-color: var(--bs-border-color);--bs-modal-footer-border-width: var(--bs-border-width);position:fixed;top:0;left:0;z-index:var(--bs-modal-zindex);display:none;width:100%;height:100%;overflow-x:hidden;overflow-y:auto;outline:0}.modal-dialog{position:relative;width:auto;margin:var(--bs-modal-margin);pointer-events:none}.modal.fade .modal-dialog{transition:transform .3s ease-out;transform:translate(0, -50px)}@media(prefers-reduced-motion: reduce){.modal.fade .modal-dialog{transition:none}}.modal.show .modal-dialog{transform:none}.modal.modal-static 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diff --git a/calculating_MIST_isochrone.html b/calculating_MIST_isochrone.html
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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">
@@ -340,8 +340,7 @@ <h1>Making the Isochrone DataFrame</h1>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="calculating-isochrone" class="callout-inner">
-<h3 class="callout-title">Calculating Isochrone<a class="anchor" aria-label="anchor" href="#calculating-isochrone"></a>
-</h3>
+<h3 class="callout-title">Calculating Isochrone</h3>
 <div class="callout-content">
 <p>In fact, we can use <a href="https://waps.cfa.harvard.edu/MIST/" class="external-link">MESA
 Isochrones &amp; Stellar Tracks</a> (MIST) to compute it for us. Using
@@ -600,7 +599,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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   "identifier": "https://datacarpentry.github.io/astronomy-python/calculating_MIST_isochrone.html",
   "dateCreated": "2020-05-11",
   "dateModified": "2023-05-15",
-  "datePublished": "2024-08-20"
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diff --git a/discuss.html b/discuss.html
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+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
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@@ -373,7 +373,7 @@ <h1>Discussion</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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@@ -396,7 +396,7 @@ <h1>Discussion</h1>
   "identifier": "https://datacarpentry.github.io/astronomy-python/discuss.html",
   "dateCreated": "2020-05-11",
   "dateModified": "2023-05-15",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/images.html b/images.html
index 21f87382..c4726c6f 100644
--- a/images.html
+++ b/images.html
@@ -333,10 +333,10 @@ <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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-                  <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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@@ -359,7 +359,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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               </div>
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-            <hr class="half-width resources">
+            <hr class="half-width lesson-resources">
 <a href="aio.html">See all in one page</a>
 
 
@@ -530,7 +530,7 @@ <h3 id="08-plot-figure-6">Figure 6</h3>
         <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/0.16.6" 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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@@ -553,8 +553,8 @@ <h3 id="08-plot-figure-6">Figure 6</h3>
   "url": "https://datacarpentry.github.io/astronomy-python/images.html",
   "identifier": "https://datacarpentry.github.io/astronomy-python/images.html",
   "dateCreated": "2020-05-11",
-  "dateModified": "2024-08-20",
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+  "dateModified": "2024-08-27",
+  "datePublished": "2024-08-27"
 }
 
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diff --git a/index.html b/index.html
index 50e6fcef..ac04ae4a 100644
--- a/index.html
+++ b/index.html
@@ -282,10 +282,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
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                 </h2>
@@ -305,7 +305,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -393,8 +393,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
 <i class="callout-icon" data-feather="check"></i>
 </div>
 <div id="prerequisites" class="callout-inner">
-<h3 class="callout-title">Prerequisites<a class="anchor" aria-label="anchor" href="#prerequisites"></a>
-</h3>
+<h3 class="callout-title">Prerequisites</h3>
 <div class="callout-content">
 <p>This lesson assumes you have a working knowledge of Python and some
 previous exposure to the Bash shell. These requirements can be fulfilled
@@ -419,8 +418,7 @@ <h3 class="callout-title">Prerequisites<a class="anchor" aria-label="anchor" hre
 </div>
 
 
-      <section id="setup"><section><h2 class="section-heading" id="overview">Overview<a class="anchor" aria-label="anchor" href="#overview"></a>
-<a class="anchor" aria-label="anchor" href="#overview"></a></h2>
+      <section id="setup"><section><h2 class="section-heading" id="overview">Overview<a class="anchor" aria-label="anchor" href="#overview"></a></h2>
 <hr class="half-width"><p>This workshop is designed to be run on your local machine. First, you
 will need to download the data we use in the workshop. Then, you need to
 set up your machine to use the required software. Lastly, you will
@@ -430,8 +428,7 @@ <h3 class="callout-title">Prerequisites<a class="anchor" aria-label="anchor" hre
 journal article that we will explore during the workshop - <a href="https://iopscience.iop.org/article/10.3847/2041-8213/aad7b5" class="external-link">Off
 the Beaten Path: <em>Gaia</em> Reveals GD-1 Stars outside of the Main
 Stream</a> by Adrian M. Price-Whelan and Ana Bonaca.</p>
-</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>
+</section><section><h2 class="section-heading" id="data">Data<a class="anchor" aria-label="anchor" href="#data"></a></h2>
 <hr class="half-width"><p>To start your installation process download this <a href="https://figshare.com/ndownloader/files/35777540" class="external-link">zip file</a>.
 Move the downloaded file to your Desktop. If your file does not
 automatically unzip into a directory called
@@ -451,8 +448,7 @@ <h3 class="callout-title">Prerequisites<a class="anchor" aria-label="anchor" hre
 In this directory you will find files that you will use during the
 workshop as well as files that you will use in the remainder of the set
 up process.</p>
-</section><section><h2 class="section-heading" id="software">Software<a class="anchor" aria-label="anchor" href="#software"></a>
-<a class="anchor" aria-label="anchor" href="#software"></a></h2>
+</section><section><h2 class="section-heading" id="software">Software<a class="anchor" aria-label="anchor" href="#software"></a></h2>
 <hr class="half-width"><p>You will need to install Python, Jupyter, and some additional
 libraries. <a href="https://python.org" class="external-link">Python</a> is a popular language
 for scientific computing, and great for general-purpose programming as
@@ -493,8 +489,7 @@ <h3 id="jupyter">Jupyter<a class="anchor" aria-label="anchor" href="#jupyter"></
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="why-didnt-the-imports-work" class="callout-inner">
-<h3 class="callout-title">Why didn’t the imports work?<a class="anchor" aria-label="anchor" href="#why-didnt-the-imports-work"></a>
-</h3>
+<h3 class="callout-title">Why didn’t the imports work?</h3>
 <div class="callout-content">
 <p>Occasionally learners will need to take one additional step to make
 Jupyter run within the environment we have created. If your imports
@@ -543,7 +538,7 @@ <h3 class="callout-title">Why didn’t the imports work?<a class="anchor" aria-l
         <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">
@@ -565,8 +560,8 @@ <h3 class="callout-title">Why didn’t the imports work?<a class="anchor" aria-l
   "url": "https://datacarpentry.github.io/astronomy-python/index.html",
   "identifier": "https://datacarpentry.github.io/astronomy-python/index.html",
   "dateCreated": "2020-05-11",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
+  "dateModified": "2024-08-27",
+  "datePublished": "2024-08-27"
 }
 
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diff --git a/instructor-notes.html b/instructor-notes.html
index 382a37a7..bde4eb31 100644
--- a/instructor-notes.html
+++ b/instructor-notes.html
@@ -333,10 +333,10 @@ <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>
@@ -359,7 +359,7 @@ <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 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         <h1>Instructor Notes</h1>
         
 <section><h2 class="section-heading" id="instructor-notes">Instructor notes<a class="anchor" aria-label="anchor" href="#instructor-notes"></a>
-<a class="anchor" aria-label="anchor" href="#instructor-notes"></a>
 </h2>
 <hr class="half-width">
 <div class="section level3">
@@ -994,7 +993,7 @@ <h3 id="episode-8-visualization">Episode 8: Visualization<a class="anchor" aria-
         <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/0.16.6" 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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@@ -1017,8 +1016,8 @@ <h3 id="episode-8-visualization">Episode 8: Visualization<a class="anchor" aria-
   "url": "https://datacarpentry.github.io/astronomy-python/instructor-notes.html",
   "identifier": "https://datacarpentry.github.io/astronomy-python/instructor-notes.html",
   "dateCreated": "2020-05-11",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
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+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/01-query.html b/instructor/01-query.html
index 7ebdccd4..a391f6c3 100644
--- a/instructor/01-query.html
+++ b/instructor/01-query.html
@@ -289,10 +289,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -312,7 +312,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -391,8 +391,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="check-square"></i>
 </div>
 <div id="outline" class="callout-inner">
-<h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#outline"></a>
-</h3>
+<h3 class="callout-title">Outline</h3>
 <div class="callout-content">
 <p>This episode demonstrates the steps for selecting and downloading
 data from the Gaia Database:</p>
@@ -405,8 +404,7 @@ <h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#ou
 </ol></div>
 </div>
 </div>
-<section><h2 class="section-heading" id="query-language">Query Language<a class="anchor" aria-label="anchor" href="#query-language"></a>
-<a class="anchor" aria-label="anchor" href="#query-language"></a></h2>
+<section><h2 class="section-heading" id="query-language">Query Language<a class="anchor" aria-label="anchor" href="#query-language"></a></h2>
 <hr class="half-width"><p>In order to select data from a database, you need to compose a query,
 which is a program written in a “query language”. The query language we
 will use is ADQL, which stands for “Astronomical Data Query
@@ -418,8 +416,7 @@ <h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#ou
 reference manual for ADQL is here</a>. But you might find it easier to
 learn from <a href="https://www.gaia.ac.uk/data/gaia-data-release-1/adql-cookbook" class="external-link">this
 ADQL Cookbook</a>.</p>
-</section><section><h2 class="section-heading" id="using-jupyter">Using Jupyter<a class="anchor" aria-label="anchor" href="#using-jupyter"></a>
-<a class="anchor" aria-label="anchor" href="#using-jupyter"></a></h2>
+</section><section><h2 class="section-heading" id="using-jupyter">Using Jupyter<a class="anchor" aria-label="anchor" href="#using-jupyter"></a></h2>
 <hr class="half-width"><p>If you have not worked with Jupyter notebooks before, you might start
 with <a href="https://jupyter.org/try" class="external-link">the tutorial on from Jupyter.org
 called “Try Classic Notebook”</a>, or <a href="https://www.dataquest.io/blog/jupyter-notebook-tutorial/" class="external-link">this
@@ -454,8 +451,7 @@ <h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#ou
 “Restart Kernel and Run All Cells”.</p></li>
 </ul><p>Before you continue with this lesson, you might want to explore the
 other menus and the toolbar to see what else you can do.</p>
-</section><section><h2 class="section-heading" id="connecting-to-gaia">Connecting to Gaia<a class="anchor" aria-label="anchor" href="#connecting-to-gaia"></a>
-<a class="anchor" aria-label="anchor" href="#connecting-to-gaia"></a></h2>
+</section><section><h2 class="section-heading" id="connecting-to-gaia">Connecting to Gaia<a class="anchor" aria-label="anchor" href="#connecting-to-gaia"></a></h2>
 <hr class="half-width"><p>The library we will use to get Gaia data is <a href="https://astroquery.readthedocs.io/en/latest/" class="external-link">Astroquery</a>.
 Astroquery provides <code>Gaia</code>, which is an <a href="https://astroquery.readthedocs.io/en/latest/gaia/gaia.html" class="external-link">object
 that represents a connection to the Gaia database</a>.</p>
@@ -470,8 +466,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="old-versions-of-astroquery-output" class="callout-inner">
-<h3 class="callout-title">Old versions of astroquery output<a class="anchor" aria-label="anchor" href="#old-versions-of-astroquery-output"></a>
-</h3>
+<h3 class="callout-title">Old versions of astroquery output</h3>
 <div class="callout-content">
 <p>if you are using a version of astroquery that’s older than v0.4.4,
 you may see this output</p>
@@ -495,8 +490,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <p>This import statement creates a <a href="https://www.ivoa.net/documents/TAP/" class="external-link">TAP+</a> connection; TAP
 stands for “Table Access Protocol”, which is a network protocol for
 sending queries to the database and getting back the results.</p>
-</section><section><h2 class="section-heading" id="databases-and-tables">Databases and Tables<a class="anchor" aria-label="anchor" href="#databases-and-tables"></a>
-<a class="anchor" aria-label="anchor" href="#databases-and-tables"></a></h2>
+</section><section><h2 class="section-heading" id="databases-and-tables">Databases and Tables<a class="anchor" aria-label="anchor" href="#databases-and-tables"></a></h2>
 <hr class="half-width"><p>What is a database? Most generally, it can be any collection of data,
 but when we are talking about ADQL or SQL:</p>
 <ul><li><p>A database is a collection of one or more named tables.</p></li>
@@ -589,8 +583,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 nor epoch).
 Num. columns: 95</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="columns">Columns<a class="anchor" aria-label="anchor" href="#columns"></a>
-<a class="anchor" aria-label="anchor" href="#columns"></a></h2>
+</section><section><h2 class="section-heading" id="columns">Columns<a class="anchor" aria-label="anchor" href="#columns"></a></h2>
 <hr class="half-width"><p>The following loop prints the names of the columns in the table.</p>
 <div class="codewrapper sourceCode" id="cb11">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -623,8 +616,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-2-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (2 minutes)<a class="anchor" aria-label="anchor" href="#exercise-2-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (2 minutes)</h3>
 <div class="callout-content">
 <p>One of the other tables we will use is
 <code>gaiadr2.panstarrs1_original_valid</code>. Use
@@ -638,7 +630,7 @@ <h3 class="callout-title">Exercise (2 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" 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="cb13">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -702,8 +694,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="writing-queries">Writing queries<a class="anchor" aria-label="anchor" href="#writing-queries"></a>
-<a class="anchor" aria-label="anchor" href="#writing-queries"></a></h2>
+</section><section><h2 class="section-heading" id="writing-queries">Writing queries<a class="anchor" aria-label="anchor" href="#writing-queries"></a></h2>
 <hr class="half-width"><p>You might be wondering how we download these tables. With tables this
 big, you generally don’t. Instead, you use queries to select only the
 data you want.</p>
@@ -724,8 +715,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="triple-quotes-strings" class="callout-inner">
-<h3 class="callout-title">Triple-quotes strings<a class="anchor" aria-label="anchor" href="#triple-quotes-strings"></a>
-</h3>
+<h3 class="callout-title">Triple-quotes strings</h3>
 <div class="callout-content">
 <p>We use a <a href="https://docs.python.org/3/tutorial/introduction.html#strings" class="external-link">triple-quoted
 string</a> here so we can include line breaks in the query, which makes
@@ -809,8 +799,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="repetition" class="callout-inner">
-<h3 class="callout-title">Repetition<a class="anchor" aria-label="anchor" href="#repetition"></a>
-</h3>
+<h3 class="callout-title">Repetition</h3>
 <div class="callout-content">
 <p>Why is <code>table</code> repeated three times? The first is the name
 of the module, the second is the name of the submodule, and the third is
@@ -865,8 +854,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-3-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (3 minutes)<a class="anchor" aria-label="anchor" href="#exercise-3-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (3 minutes)</h3>
 <div class="callout-content">
 <p>Read <a href="https://gea.esac.esa.int/archive/documentation/GDR2/Gaia_archive/chap_datamodel/sec_dm_main_tables/ssec_dm_gaia_source.html" class="external-link">the
 documentation</a> of this table and choose a column that looks
@@ -881,7 +869,7 @@ <h3 class="callout-title">Exercise (3 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>For example, we can add radial_velocity : Radial velocity (double,
 Velocity[km/s] ) - Spectroscopic radial velocity in the solar
@@ -914,8 +902,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="asynchronous-queries">Asynchronous queries<a class="anchor" aria-label="anchor" href="#asynchronous-queries"></a>
-<a class="anchor" aria-label="anchor" href="#asynchronous-queries"></a></h2>
+</section><section><h2 class="section-heading" id="asynchronous-queries">Asynchronous queries<a class="anchor" aria-label="anchor" href="#asynchronous-queries"></a></h2>
 <hr class="half-width"><p><code>launch_job</code> asks the server to run the job
 “synchronously”, which normally means it runs immediately. But
 synchronous jobs are limited to 2000 rows. For queries that return more
@@ -1002,8 +989,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="different-results" class="callout-inner">
-<h3 class="callout-title">Different results<a class="anchor" aria-label="anchor" href="#different-results"></a>
-</h3>
+<h3 class="callout-title">Different results</h3>
 <div class="callout-content">
 <p>Your results for this query may differ from the Instructor’s. This is
 because <code>TOP 3000</code> returns 3000 results, but those results
@@ -1016,8 +1002,7 @@ <h3 class="callout-title">Different results<a class="anchor" aria-label="anchor"
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>The clauses in a query have to be in the right order. Go back and
 change the order of the clauses in <code>query2</code> and run it again.
@@ -1042,7 +1027,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
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 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <p>In this example, the WHERE clause is in the wrong place.</p>
 <div class="codewrapper">
@@ -1059,8 +1044,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="operators">Operators<a class="anchor" aria-label="anchor" href="#operators"></a>
-<a class="anchor" aria-label="anchor" href="#operators"></a></h2>
+</section><section><h2 class="section-heading" id="operators">Operators<a class="anchor" aria-label="anchor" href="#operators"></a></h2>
 <hr class="half-width"><p>In a <code>WHERE</code> clause, you can use any of the <a href="https://www.w3schools.com/sql/sql_operators.asp" class="external-link">SQL comparison
 operators</a>; here are the most common ones:</p>
 <table class="table"><thead><tr class="header"><th>Symbol</th>
@@ -1092,8 +1076,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes-1" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes-1"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p><a href="https://www.w3schools.com/sql/sql_operators.asp" class="external-link">Read about
 SQL operators here</a> and then modify the previous query to select rows
@@ -1107,7 +1090,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <p>Here is a solution using <code>&gt;</code> and <code>&lt;</code>
 operators:</p>
@@ -1149,8 +1132,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 temperature, low luminosity. A star like that at GD-1’s distance would
 be hard to detect, so if it is detected, it is more likely to be in the
 foreground.</p>
-</section><section><h2 class="section-heading" id="formatting-queries">Formatting queries<a class="anchor" aria-label="anchor" href="#formatting-queries"></a>
-<a class="anchor" aria-label="anchor" href="#formatting-queries"></a></h2>
+</section><section><h2 class="section-heading" id="formatting-queries">Formatting queries<a class="anchor" aria-label="anchor" href="#formatting-queries"></a></h2>
 <hr class="half-width"><p>The queries we have written so far are string “literals”, meaning
 that the entire string is part of the program. But writing queries
 yourself can be slow, repetitive, and error-prone.</p>
@@ -1273,8 +1255,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-10-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (10 minutes)<a class="anchor" aria-label="anchor" href="#exercise-10-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (10 minutes)</h3>
 <div class="callout-content">
 <p>This query always selects sources with <code>parallax</code> less
 than 1. But suppose you want to take that upper bound as an input.</p>
@@ -1291,7 +1272,7 @@ <h3 class="callout-title">Exercise (10 minutes)<a class="anchor" aria-label="anc
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb47">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1312,8 +1293,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a>
-<a class="anchor" aria-label="anchor" href="#summary"></a></h2>
+</section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a></h2>
 <hr class="half-width"><p>This episode has demonstrated the following steps:</p>
 <ol style="list-style-type: decimal"><li><p>Making a connection to the Gaia server,</p></li>
 <li><p>Exploring information about the database and the tables it
@@ -1329,8 +1309,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>If you can’t download an entire dataset (or it is not practical) use
 queries to select the data you need.</li>
@@ -1390,7 +1369,7 @@ <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">
@@ -1413,7 +1392,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/astronomy-python/instructor/01-query.html",
   "dateCreated": "2020-05-11",
   "dateModified": "2023-05-15",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/02-coords.html b/instructor/02-coords.html
index 14481d90..57ceae03 100644
--- a/instructor/02-coords.html
+++ b/instructor/02-coords.html
@@ -288,10 +288,10 @@ <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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@@ -311,7 +311,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -389,8 +389,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="check-square"></i>
 </div>
 <div id="outline" class="callout-inner">
-<h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#outline"></a>
-</h3>
+<h3 class="callout-title">Outline</h3>
 <div class="callout-content">
 <p>We’ll start with an example that does a “cone search”; that is, it
 selects stars that appear in a circular region of the sky.</p>
@@ -407,8 +406,7 @@ <h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#ou
 </ul></div>
 </div>
 </div>
-<section><h2 class="section-heading" id="working-with-units">Working with Units<a class="anchor" aria-label="anchor" href="#working-with-units"></a>
-<a class="anchor" aria-label="anchor" href="#working-with-units"></a></h2>
+<section><h2 class="section-heading" id="working-with-units">Working with Units<a class="anchor" aria-label="anchor" href="#working-with-units"></a></h2>
 <hr class="half-width"><p>The measurements we will work with are physical quantities, which
 means that they have two parts, a value and a unit. For example, the
 coordinate 30<sup>°</sup> has value 30 and its units are degrees.</p>
@@ -514,8 +512,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>Create a quantity that represents 5 <a href="https://en.wikipedia.org/wiki/Minute_and_second_of_arc" class="external-link">arcminutes</a>
 and assign it to a variable called <code>radius</code>.</p>
@@ -542,8 +539,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="selecting-a-region">Selecting a Region<a class="anchor" aria-label="anchor" href="#selecting-a-region"></a>
-<a class="anchor" aria-label="anchor" href="#selecting-a-region"></a></h2>
+</section><section><h2 class="section-heading" id="selecting-a-region">Selecting a Region<a class="anchor" aria-label="anchor" href="#selecting-a-region"></a></h2>
 <hr class="half-width"><p>One of the most common ways to restrict a query is to select stars in
 a particular region of the sky. For example, here is a query from the <a href="https://gea.esac.esa.int/archive-help/adql/examples/index.html" class="external-link">Gaia
 archive documentation</a> that selects objects in a circular region
@@ -626,8 +622,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes-1" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes-1"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>When you are debugging queries like this, you can use
 <code>TOP</code> to limit the size of the results, but then you still
@@ -675,8 +670,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="getting-gd-1-data">Getting GD-1 Data<a class="anchor" aria-label="anchor" href="#getting-gd-1-data"></a>
-<a class="anchor" aria-label="anchor" href="#getting-gd-1-data"></a></h2>
+</section><section><h2 class="section-heading" id="getting-gd-1-data">Getting GD-1 Data<a class="anchor" aria-label="anchor" href="#getting-gd-1-data"></a></h2>
 <hr class="half-width"><p>From the Price-Whelan and Bonaca paper, we will try to reproduce <a href="https://www.astroexplorer.org/details/apjlaad7b5f1/eyJrZXlXb3JkcyI6IlByaWNlLVdoZWxhbiIsImF1dGhvciI6IlByaWNlLVdoZWxhbiIsImZyb21ZZWFyIjoyMDE4LCJ0b1llYXIiOjIwMTgsInBhZ2UiOjEsInNob3ciOiIyMDAifQ" class="external-link">Figure
 1</a>, which includes this representation of stars likely to belong to
 GD-1:</p>
@@ -695,8 +689,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 center of GD-1, from -55 to -45 degrees φ<sub>1</sub> and -8 to 4
 degrees φ<sub>2</sub>. First we will learn how to represent these
 coordinates with Astropy.</p>
-</section><section><h2 class="section-heading" id="transforming-coordinates">Transforming coordinates<a class="anchor" aria-label="anchor" href="#transforming-coordinates"></a>
-<a class="anchor" aria-label="anchor" href="#transforming-coordinates"></a></h2>
+</section><section><h2 class="section-heading" id="transforming-coordinates">Transforming coordinates<a class="anchor" aria-label="anchor" href="#transforming-coordinates"></a></h2>
 <hr class="half-width"><p>Astronomy makes use of many different <a href="https://en.wikipedia.org/wiki/Celestial_coordinate_system" class="external-link">coordinate
 systems</a>. Transforming between coordinate systems is a common task in
 observational astronomy, and thankfully, Astropy has abstracted the
@@ -753,8 +746,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="coordinate-variables" class="callout-inner">
-<h3 class="callout-title">Coordinate Variables<a class="anchor" aria-label="anchor" href="#coordinate-variables"></a>
-</h3>
+<h3 class="callout-title">Coordinate Variables</h3>
 <div class="callout-content">
 <p>Notice that in the Galactic frame, the coordinates are the variables
 we usually use for Galactic longitude and latitude called <code>l</code>
@@ -808,8 +800,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-10-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (10 minutes)<a class="anchor" aria-label="anchor" href="#exercise-10-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (10 minutes)</h3>
 <div class="callout-content">
 <p>Find the location of GD-1 in ICRS coordinates.</p>
 <ol style="list-style-type: decimal"><li><p>Create a <code>SkyCoord</code> object at 0°, 0° in the GD-1
@@ -841,8 +832,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <p>Notice that the origin of the GD-1 frame maps to <code>ra=200</code>,
 exactly, in ICRS. That is by design.</p>
-</section><section><h2 class="section-heading" id="selecting-a-rectangle">Selecting a rectangle<a class="anchor" aria-label="anchor" href="#selecting-a-rectangle"></a>
-<a class="anchor" aria-label="anchor" href="#selecting-a-rectangle"></a></h2>
+</section><section><h2 class="section-heading" id="selecting-a-rectangle">Selecting a rectangle<a class="anchor" aria-label="anchor" href="#selecting-a-rectangle"></a></h2>
 <hr class="half-width"><p>Now that we know how to define coordinate transformations, we are
 going to use them to get a list of stars that are in GD-1. As we
 mentioned before, this is a lot of stars, so we are going to start by
@@ -925,8 +915,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <p>Notice that a rectangle in one coordinate system is not necessarily a
 rectangle in another. In this example, the result is a (non-rectangular)
 polygon. This is why we defined our rectangle in the GD-1 frame.</p>
-</section><section><h2 class="section-heading" id="defining-a-polygon">Defining a polygon<a class="anchor" aria-label="anchor" href="#defining-a-polygon"></a>
-<a class="anchor" aria-label="anchor" href="#defining-a-polygon"></a></h2>
+</section><section><h2 class="section-heading" id="defining-a-polygon">Defining a polygon<a class="anchor" aria-label="anchor" href="#defining-a-polygon"></a></h2>
 <hr class="half-width"><p>In order to use this polygon as part of an ADQL query, we have to
 convert it to a string with a comma-separated list of coordinates, as in
 this example:</p>
@@ -1007,8 +996,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code><span><span class="st">'146.275, 19.2619, 135.422, 25.8774, 141.603, 34.3048, 152.817, 27.1361, 146.275, 19.2619'</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="assembling-the-query">Assembling the query<a class="anchor" aria-label="anchor" href="#assembling-the-query"></a>
-<a class="anchor" aria-label="anchor" href="#assembling-the-query"></a></h2>
+</section><section><h2 class="section-heading" id="assembling-the-query">Assembling the query<a class="anchor" aria-label="anchor" href="#assembling-the-query"></a></h2>
 <hr class="half-width"><p>Now we are ready to assemble our query to get all of the stars in the
 Gaia catalog that are in the small rectangle we defined and are likely
 to be part of GD-1 with the criteria we previously defined.</p>
@@ -1188,8 +1176,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <p>There are more than 100,000 stars in this polygon, but that’s a
 manageable size to work with.</p>
-</section><section><h2 class="section-heading" id="saving-results">Saving results<a class="anchor" aria-label="anchor" href="#saving-results"></a>
-<a class="anchor" aria-label="anchor" href="#saving-results"></a></h2>
+</section><section><h2 class="section-heading" id="saving-results">Saving results<a class="anchor" aria-label="anchor" href="#saving-results"></a></h2>
 <hr class="half-width"><p>This is the set of stars we will work with in the next step. Since we
 have a substantial dataset now, this is a good time to save it.</p>
 <p>Storing the data in a file means we can shut down our notebook and
@@ -1222,8 +1209,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code><span><span class="fl">6.4324951171875</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a>
-<a class="anchor" aria-label="anchor" href="#summary"></a></h2>
+</section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a></h2>
 <hr class="half-width"><p>In this notebook, we composed more complex queries to select stars
 within a polygonal region of the sky. Then we downloaded the results and
 saved them in a FITS file.</p>
@@ -1235,8 +1221,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>For measurements with units, use <code>Quantity</code> objects that
 represent units explicitly and check for errors.</li>
@@ -1286,7 +1271,7 @@ <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">
@@ -1309,7 +1294,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/astronomy-python/instructor/02-coords.html",
   "dateCreated": "2020-05-11",
   "dateModified": "2023-05-15",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/03-transform.html b/instructor/03-transform.html
index 213fc948..b8891f7f 100644
--- a/instructor/03-transform.html
+++ b/instructor/03-transform.html
@@ -286,10 +286,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -309,7 +309,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -392,8 +392,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="check-square"></i>
 </div>
 <div id="outline" class="callout-inner">
-<h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#outline"></a>
-</h3>
+<h3 class="callout-title">Outline</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal"><li><p>We will read back the results from the previous lesson, which we
 saved in a FITS file.</p></li>
@@ -409,8 +408,7 @@ <h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#ou
 <i class="callout-icon" data-feather="check"></i>
 </div>
 <div id="starting-from-this-episode" class="callout-inner">
-<h3 class="callout-title">Starting from this episode<a class="anchor" aria-label="anchor" href="#starting-from-this-episode"></a>
-</h3>
+<h3 class="callout-title">Starting from this episode</h3>
 <div class="callout-content">
 <p>If you are starting a new notebook for this episode, expand this
 section for information you will need to get started.</p>
@@ -458,8 +456,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="selecting-rows-and-columns">Selecting rows and columns<a class="anchor" aria-label="anchor" href="#selecting-rows-and-columns"></a>
-<a class="anchor" aria-label="anchor" href="#selecting-rows-and-columns"></a></h2>
+<section><h2 class="section-heading" id="selecting-rows-and-columns">Selecting rows and columns<a class="anchor" aria-label="anchor" href="#selecting-rows-and-columns"></a></h2>
 <hr class="half-width"><p>In the previous episode, we selected spatial and proper motion
 information from the Gaia catalog for stars around a small part of GD-1.
 The output was returned as an Astropy <code>Table</code>. We can use
@@ -588,8 +585,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code><span><span class="fl">142.48301935991023</span></span></code></pre>
 </div>
 <p>You get the same result either way.</p>
-</section><section><h2 class="section-heading" id="scatter-plot">Scatter plot<a class="anchor" aria-label="anchor" href="#scatter-plot"></a>
-<a class="anchor" aria-label="anchor" href="#scatter-plot"></a></h2>
+</section><section><h2 class="section-heading" id="scatter-plot">Scatter plot<a class="anchor" aria-label="anchor" href="#scatter-plot"></a></h2>
 <hr class="half-width"><p>To see what the results look like, we will use a scatter plot. The
 library we will use is <a href="https://matplotlib.org/" class="external-link">Matplotlib</a>,
 which is the most widely-used plotting library for Python. The
@@ -608,8 +604,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="keeping-plots-in-the-notebook" class="callout-inner">
-<h3 class="callout-title">Keeping plots in the notebook<a class="anchor" aria-label="anchor" href="#keeping-plots-in-the-notebook"></a>
-</h3>
+<h3 class="callout-title">Keeping plots in the notebook</h3>
 <div class="callout-content">
 <p>In recent versions of Jupyter, plots appear “inline”; that is, they
 are part of the notebook. In some older versions, plots appear in a new
@@ -671,8 +666,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>In the call to <code>plt.plot</code>, use the keyword argument
 <code>markersize</code> to make the markers smaller.</p>
@@ -710,8 +704,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="transform-back">Transform back<a class="anchor" aria-label="anchor" href="#transform-back"></a>
-<a class="anchor" aria-label="anchor" href="#transform-back"></a></h2>
+</section><section><h2 class="section-heading" id="transform-back">Transform back<a class="anchor" aria-label="anchor" href="#transform-back"></a></h2>
 <hr class="half-width"><p>Remember that we selected data from a rectangle of coordinates in the
 GD-1 frame, then transformed them to ICRS when we constructed the query.
 The coordinates in the query results are in ICRS.</p>
@@ -775,8 +768,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <p>The result is another <code>SkyCoord</code> object, now in the GD-1
 frame.</p>
-</section><section><h2 class="section-heading" id="reflex-correction">Reflex Correction<a class="anchor" aria-label="anchor" href="#reflex-correction"></a>
-<a class="anchor" aria-label="anchor" href="#reflex-correction"></a></h2>
+</section><section><h2 class="section-heading" id="reflex-correction">Reflex Correction<a class="anchor" aria-label="anchor" href="#reflex-correction"></a></h2>
 <hr class="half-width"><p>The next step is to correct the proper motion measurements for the
 effect of the motion of our solar system around the Galactic center.</p>
 <p>When we created <code>skycoord</code>, we provided constant values
@@ -832,8 +824,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <figure><img src="../fig/03-transform_files/03-transform_43_0.png" alt="Scatter plot of phi1 versus phi2 in GD-1 coordinates, showing selected region is rectangular." class="figure mx-auto d-block"></figure><p>We started with a rectangle in the GD-1 frame. When transformed to
 the ICRS frame, it is a non-rectangular region. Now, transformed back to
 the GD-1 frame, it is a rectangle again.</p>
-</section><section><h2 class="section-heading" id="pandas-dataframe">Pandas DataFrame<a class="anchor" aria-label="anchor" href="#pandas-dataframe"></a>
-<a class="anchor" aria-label="anchor" href="#pandas-dataframe"></a></h2>
+</section><section><h2 class="section-heading" id="pandas-dataframe">Pandas DataFrame<a class="anchor" aria-label="anchor" href="#pandas-dataframe"></a></h2>
 <hr class="half-width"><p>At this point we have two objects containing different sets of the
 data relating to identifying stars in GD-1. <code>polygon_results</code>
 is the Astropy <code>Table</code> we downloaded from Gaia.</p>
@@ -920,8 +911,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Callout<a class="anchor" aria-label="anchor" href="#callout2"></a>
-</h3>
+<h3 class="callout-title">Callout</h3>
 <div class="callout-content">
 <p>Detail If you notice that <code>SkyCoord</code> has an attribute
 called <code>proper_motion</code>, you might wonder why we are not using
@@ -938,8 +928,7 @@ <h3 class="callout-title">Callout<a class="anchor" aria-label="anchor" href="#ca
 </div>
 <div id="pandas-dataframes-versus-astropy-tables" class="callout-inner">
 <h3 class="callout-title">Pandas <code>DataFrame</code>s versus Astropy
-<code>Table</code>s<a class="anchor" aria-label="anchor" href="#pandas-dataframes-versus-astropy-tables"></a>
-</h3>
+<code>Table</code>s</h3>
 <div class="callout-content">
 <p>Two common choices are the Pandas <code>DataFrame</code> and Astropy
 <code>Table</code>. Pandas <code>DataFrame</code>s and Astropy
@@ -1009,8 +998,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="attributes-vs-functions" class="callout-inner">
-<h3 class="callout-title">Attributes vs functions<a class="anchor" aria-label="anchor" href="#attributes-vs-functions"></a>
-</h3>
+<h3 class="callout-title">Attributes vs functions</h3>
 <div class="callout-content">
 <p><code>shape</code> is an attribute, so we display its value without
 calling it as a function.</p>
@@ -1073,8 +1061,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb44-1"><a href="#cb44-1" tabindex="-1"></a>results_df <span class="op">=</span> make_dataframe(polygon_results)</span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="saving-the-dataframe">Saving the DataFrame<a class="anchor" aria-label="anchor" href="#saving-the-dataframe"></a>
-<a class="anchor" aria-label="anchor" href="#saving-the-dataframe"></a></h2>
+</section><section><h2 class="section-heading" id="saving-the-dataframe">Saving the DataFrame<a class="anchor" aria-label="anchor" href="#saving-the-dataframe"></a></h2>
 <hr class="half-width"><p>At this point we have run a successful query and combined the results
 into a single <code>DataFrame</code>. This is a good time to save the
 data.</p>
@@ -1130,8 +1117,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 an existing HDF5 file. We will use the argument <code>mode='w'</code> to
 overwrite the file if it already exists rather than append another
 dataset to it.</p>
-</section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a>
-<a class="anchor" aria-label="anchor" href="#summary"></a></h2>
+</section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a></h2>
 <hr class="half-width"><p>In this episode, we re-loaded the Gaia data we saved from a previous
 query.</p>
 <p>We transformed the coordinates and proper motion from ICRS to a frame
@@ -1149,8 +1135,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>When you make a scatter plot, adjust the size of the markers and
 their transparency so the figure is not overplotted; otherwise it can
@@ -1203,7 +1188,7 @@ <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">
@@ -1226,7 +1211,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/astronomy-python/instructor/03-transform.html",
   "dateCreated": "2020-05-11",
   "dateModified": "2024-05-07",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/04-motion.html b/instructor/04-motion.html
index ce1bb8e1..e7c7bea4 100644
--- a/instructor/04-motion.html
+++ b/instructor/04-motion.html
@@ -286,10 +286,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -309,7 +309,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -389,8 +389,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="check-square"></i>
 </div>
 <div id="outline" class="callout-inner">
-<h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#outline"></a>
-</h3>
+<h3 class="callout-title">Outline</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal"><li><p>We will put those results into a Pandas <code>DataFrame</code>,
 which we will use to select stars near the centerline of GD-1.</p></li>
@@ -407,8 +406,7 @@ <h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#ou
 <i class="callout-icon" data-feather="check"></i>
 </div>
 <div id="starting-from-this-episode" class="callout-inner">
-<h3 class="callout-title">Starting from this episode<a class="anchor" aria-label="anchor" href="#starting-from-this-episode"></a>
-</h3>
+<h3 class="callout-title">Starting from this episode</h3>
 <div class="callout-content">
 <p>If you are starting a new notebook for this episode, expand this
 section for information you will need to get started.</p>
@@ -455,8 +453,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="exploring-data">Exploring data<a class="anchor" aria-label="anchor" href="#exploring-data"></a>
-<a class="anchor" aria-label="anchor" href="#exploring-data"></a></h2>
+<section><h2 class="section-heading" id="exploring-data">Exploring data<a class="anchor" aria-label="anchor" href="#exploring-data"></a></h2>
 <hr class="half-width"><p>One benefit of using Pandas is that it provides functions for
 exploring the data and checking for problems. One of the most useful of
 these functions is <code>describe</code>, which computes summary
@@ -487,8 +484,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-10-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (10 minutes)<a class="anchor" aria-label="anchor" href="#exercise-10-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (10 minutes)</h3>
 <div class="callout-content">
 <p>Review the summary statistics in this table.</p>
 <ul><li><p>Do the values make sense based on what you know about the
@@ -517,8 +513,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="plot-proper-motion">Plot proper motion<a class="anchor" aria-label="anchor" href="#plot-proper-motion"></a>
-<a class="anchor" aria-label="anchor" href="#plot-proper-motion"></a></h2>
+</section><section><h2 class="section-heading" id="plot-proper-motion">Plot proper motion<a class="anchor" aria-label="anchor" href="#plot-proper-motion"></a></h2>
 <hr class="half-width"><p>Now we are ready to replicate one of the panels in Figure 1 of the
 Price-Whelan and Bonaca paper, the one that shows components of proper
 motion as a scatter plot:</p>
@@ -577,8 +572,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <p>To see the cluster more clearly, we need a sample that contains a
 higher proportion of stars in GD-1. We will do that by selecting stars
 close to the centerline.</p>
-</section><section><h2 class="section-heading" id="selecting-the-centerline">Selecting the centerline<a class="anchor" aria-label="anchor" href="#selecting-the-centerline"></a>
-<a class="anchor" aria-label="anchor" href="#selecting-the-centerline"></a></h2>
+</section><section><h2 class="section-heading" id="selecting-the-centerline">Selecting the centerline<a class="anchor" aria-label="anchor" href="#selecting-the-centerline"></a></h2>
 <hr class="half-width"><p>As we can see in the following figure, many stars in GD-1 are less
 than 1 degree from the line <code>phi2=0</code>.</p>
 <figure><img src="../fig/gd1-4.png" alt="Scatter plot with selection on proper motion and photometry showing many stars in GD-1 are within 1 degree of phi2 = 0." class="figure mx-auto d-block"></figure><p>Stars near this line have the highest probability of being in
@@ -646,8 +640,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="logical-operators" class="callout-inner">
-<h3 class="callout-title">Logical operators<a class="anchor" aria-label="anchor" href="#logical-operators"></a>
-</h3>
+<h3 class="callout-title">Logical operators</h3>
 <div class="callout-content">
 <p>Python’s logical operators (<code>and</code>, <code>or</code>, and
 <code>not</code>) do not work with NumPy or Pandas. Both libraries use
@@ -715,8 +708,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <p>There are about 25,000 stars in this region, about 18% of the
 total.</p>
-</section><section><h2 class="section-heading" id="plotting-proper-motion">Plotting proper motion<a class="anchor" aria-label="anchor" href="#plotting-proper-motion"></a>
-<a class="anchor" aria-label="anchor" href="#plotting-proper-motion"></a></h2>
+</section><section><h2 class="section-heading" id="plotting-proper-motion">Plotting proper motion<a class="anchor" aria-label="anchor" href="#plotting-proper-motion"></a></h2>
 <hr class="half-width"><p>This is the second time we are plotting proper motion, and we can
 imagine we might do it a few more times. Instead of copying and pasting
 the previous code, we will write a function that we can reuse on any
@@ -759,8 +751,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <p>In the next episode we will go back and select stars from a larger
 region. But first we will use the proper motion data to identify stars
 likely to be in GD-1.</p>
-</section><section><h2 class="section-heading" id="filtering-based-on-proper-motion">Filtering based on proper motion<a class="anchor" aria-label="anchor" href="#filtering-based-on-proper-motion"></a>
-<a class="anchor" aria-label="anchor" href="#filtering-based-on-proper-motion"></a></h2>
+</section><section><h2 class="section-heading" id="filtering-based-on-proper-motion">Filtering based on proper motion<a class="anchor" aria-label="anchor" href="#filtering-based-on-proper-motion"></a></h2>
 <hr class="half-width"><p>The next step is to select stars in the “overdense” region of proper
 motion, which are candidates to be in GD-1.</p>
 <p>In the original paper, Price-Whelan and Bonaca used a polygon to
@@ -923,8 +914,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb42-1"><a href="#cb42-1" tabindex="-1"></a>plot_pm_selection(selected_df)</span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="saving-the-dataframe">Saving the DataFrame<a class="anchor" aria-label="anchor" href="#saving-the-dataframe"></a>
-<a class="anchor" aria-label="anchor" href="#saving-the-dataframe"></a></h2>
+</section><section><h2 class="section-heading" id="saving-the-dataframe">Saving the DataFrame<a class="anchor" aria-label="anchor" href="#saving-the-dataframe"></a></h2>
 <hr class="half-width"><p>At this point we have run a successful query and cleaned up the
 results. This is a good time to save the data. We have already started a
 results file called gd1_data.hdf which we wrote <code>results_df</code>
@@ -955,8 +945,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>We are going to need <code>centerline_df</code> later as well. Write
 a line of code to add it as a second Dataset in the HDF5 file.</p>
@@ -1016,8 +1005,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="context-managers" class="callout-inner">
-<h3 class="callout-title">Context Managers<a class="anchor" aria-label="anchor" href="#context-managers"></a>
-</h3>
+<h3 class="callout-title">Context Managers</h3>
 <div class="callout-content">
 <p>We use a <code>with</code> statement here to open the file before the
 print statement and (automatically) close it after. Read more about <a href="https://book.pythontips.com/en/latest/context_managers.html" class="external-link">context
@@ -1027,8 +1015,7 @@ <h3 class="callout-title">Context Managers<a class="anchor" aria-label="anchor"
 </div>
 <p>The keys are the names of the Datasets which makes it easy for us to
 remember which <code>DataFrame</code> is in which Dataset.</p>
-</section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a>
-<a class="anchor" aria-label="anchor" href="#summary"></a></h2>
+</section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a></h2>
 <hr class="half-width"><p>In this episode, we re-loaded the transformed Gaia data we saved from
 a previous query.</p>
 <p>Then we prototyped the selection process from the Price-Whelan and
@@ -1049,8 +1036,7 @@ <h3 class="callout-title">Context Managers<a class="anchor" aria-label="anchor"
 <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>A workflow is often prototyped on a small set of data which can be
 explored more easily and used to identify ways to limit a dataset to
@@ -1096,7 +1082,7 @@ <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">
@@ -1119,7 +1105,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/astronomy-python/instructor/04-motion.html",
   "dateCreated": "2020-05-11",
   "dateModified": "2024-05-07",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/05-select.html b/instructor/05-select.html
index c61d197f..445e2fcf 100644
--- a/instructor/05-select.html
+++ b/instructor/05-select.html
@@ -284,10 +284,10 @@ <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>
@@ -307,7 +307,7 @@ <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">
@@ -387,8 +387,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="check-square"></i>
 </div>
 <div id="outline" class="callout-inner">
-<h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#outline"></a>
-</h3>
+<h3 class="callout-title">Outline</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal"><li><p>Using data from the previous episode, we will identify the values
 of proper motion for stars likely to be in GD-1.</p></li>
@@ -404,8 +403,7 @@ <h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#ou
 <i class="callout-icon" data-feather="check"></i>
 </div>
 <div id="starting-from-this-episode" class="callout-inner">
-<h3 class="callout-title">Starting from this episode<a class="anchor" aria-label="anchor" href="#starting-from-this-episode"></a>
-</h3>
+<h3 class="callout-title">Starting from this episode</h3>
 <div class="callout-content">
 <p>If you are starting a new notebook for this episode, expand this
 section for information you will need to get started.</p>
@@ -414,7 +412,7 @@ <h3 class="callout-title">Starting from this episode<a class="anchor" aria-label
 <button class="accordion-button spoiler-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSpoiler1" aria-expanded="false" aria-controls="collapseSpoiler1">
   <h3 class="accordion-header" id="headingSpoiler1">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div> Read me </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
 <div class="accordion-body">
 <p>Previously, we ran a query on the Gaia server, downloaded data for
 roughly 140,000 stars, and saved the data in a FITS file. We then
@@ -469,8 +467,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="selection-by-proper-motion">Selection by proper motion<a class="anchor" aria-label="anchor" href="#selection-by-proper-motion"></a>
-<a class="anchor" aria-label="anchor" href="#selection-by-proper-motion"></a></h2>
+<section><h2 class="section-heading" id="selection-by-proper-motion">Selection by proper motion<a class="anchor" aria-label="anchor" href="#selection-by-proper-motion"></a></h2>
 <hr class="half-width"><p>Let us review how we got to this point.</p>
 <ol style="list-style-type: decimal"><li><p>We made an ADQL query to the Gaia server to get data for stars in
 the vicinity of a small part of GD-1.</p></li>
@@ -553,8 +550,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>Looking at the proper motion of the stars we identified along the
 centerline of GD-1, in the ICRS reference frame define a rectangle
@@ -570,7 +566,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" 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="cb8">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -584,8 +580,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="assembling-the-query">Assembling the query<a class="anchor" aria-label="anchor" href="#assembling-the-query"></a>
-<a class="anchor" aria-label="anchor" href="#assembling-the-query"></a></h2>
+</section><section><h2 class="section-heading" id="assembling-the-query">Assembling the query<a class="anchor" aria-label="anchor" href="#assembling-the-query"></a></h2>
 <hr class="half-width"><p>In episode 2 we used the following query to select stars in a
 polygonal region around a small part of GD-1 with a few filters on color
 and distance (parallax):</p>
@@ -683,8 +678,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
   AND 1 = CONTAINS(POINT(ra, dec),
                    POLYGON(135.306, 8.39862, 126.51, 13.4449, 163.017, 54.2424, 172.933, 46.4726, 135.306, 8.39862))</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="selecting-proper-motion">Selecting proper motion<a class="anchor" aria-label="anchor" href="#selecting-proper-motion"></a>
-<a class="anchor" aria-label="anchor" href="#selecting-proper-motion"></a></h2>
+</section><section><h2 class="section-heading" id="selecting-proper-motion">Selecting proper motion<a class="anchor" aria-label="anchor" href="#selecting-proper-motion"></a></h2>
 <hr class="half-width"><p>Now we are ready to add a <code>WHERE</code> clause to select stars
 whose proper motion falls range we defined in the last exercise.</p>
 <div id="exercise-10-minutes" class="callout challenge">
@@ -692,8 +686,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-10-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (10 minutes)<a class="anchor" aria-label="anchor" href="#exercise-10-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (10 minutes)</h3>
 <div class="callout-content">
 <p>Define <code>candidate_coord_pm_query_base</code>, starting with
 <code>candidate_coord_query_base</code> and adding two new
@@ -711,7 +704,7 @@ <h3 class="callout-title">Exercise (10 minutes)<a class="anchor" aria-label="anc
 <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="cb18">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -736,8 +729,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes-1" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes-1"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>Use <code>format</code> to format
 <code>candidate_coord_pm_query_base</code> and define
@@ -753,7 +745,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <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="cb19">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -810,8 +802,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="between-vs-polygon" class="callout-inner">
-<h3 class="callout-title">BETWEEN vs POLYGON<a class="anchor" aria-label="anchor" href="#between-vs-polygon"></a>
-</h3>
+<h3 class="callout-title">BETWEEN vs POLYGON</h3>
 <div class="callout-content">
 <p>You may be wondering why we used <code>BETWEEN</code> for proper
 motion when we previously used <code>POLYGON</code> for coordinates.
@@ -891,8 +882,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="performance-warning" class="callout-inner">
-<h3 class="callout-title">Performance Warning<a class="anchor" aria-label="anchor" href="#performance-warning"></a>
-</h3>
+<h3 class="callout-title">Performance Warning</h3>
 <div class="callout-content">
 <p>You may see the previous command issue this or a similar performance
 warning:</p>
@@ -913,8 +903,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="plotting-one-more-time">Plotting one more time<a class="anchor" aria-label="anchor" href="#plotting-one-more-time"></a>
-<a class="anchor" aria-label="anchor" href="#plotting-one-more-time"></a></h2>
+</section><section><h2 class="section-heading" id="plotting-one-more-time">Plotting one more time<a class="anchor" aria-label="anchor" href="#plotting-one-more-time"></a></h2>
 <hr class="half-width"><p>Now we can examine the results:</p>
 <div class="codewrapper sourceCode" id="cb30">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -968,8 +957,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <figure><img height="150" src="../fig/gd1-4.png" alt="Figure from Price-Whelan and Bonaca paper showing phi1 vs phi2 in GD-1 after selecting on proper motion and photometry." class="figure mx-auto d-block"></figure><p>Later we will learn how to add annotations like the ones in the
 figure and customize the style of the figure to present the results
 clearly and compellingly.</p>
-</section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a>
-<a class="anchor" aria-label="anchor" href="#summary"></a></h2>
+</section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a></h2>
 <hr class="half-width"><p>In the previous episode we downloaded data for a large number of
 stars and then selected a small fraction of them based on proper
 motion.</p>
@@ -988,8 +976,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>When possible, ‘move the computation to the data’; that is, do as
 much of the work as possible on the database server before downloading
@@ -1033,7 +1020,7 @@ <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">
@@ -1056,7 +1043,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/astronomy-python/instructor/05-select.html",
   "dateCreated": "2020-05-11",
   "dateModified": "2024-05-07",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/06-join.html b/instructor/06-join.html
index 4257053f..d779de0c 100644
--- a/instructor/06-join.html
+++ b/instructor/06-join.html
@@ -290,10 +290,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -313,7 +313,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -397,8 +397,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="check-square"></i>
 </div>
 <div id="outline" class="callout-inner">
-<h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#outline"></a>
-</h3>
+<h3 class="callout-title">Outline</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal"><li><p>We will reload the candidate stars we identified in the previous
 episode.</p></li>
@@ -415,8 +414,7 @@ <h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#ou
 <i class="callout-icon" data-feather="check"></i>
 </div>
 <div id="starting-from-this-episode" class="callout-inner">
-<h3 class="callout-title">Starting from this episode<a class="anchor" aria-label="anchor" href="#starting-from-this-episode"></a>
-</h3>
+<h3 class="callout-title">Starting from this episode</h3>
 <div class="callout-content">
 <p>If you are starting a new notebook for this episode, expand this
 section for information you will need to get started.</p>
@@ -425,7 +423,7 @@ <h3 class="callout-title">Starting from this episode<a class="anchor" aria-label
 <button class="accordion-button spoiler-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSpoiler1" aria-expanded="false" aria-controls="collapseSpoiler1">
   <h3 class="accordion-header" id="headingSpoiler1">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div> Read me </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
 <div class="accordion-body">
 <p>In the previous episode, we define a rectangle around stars in GD-1
 in spatial coordinates and in proper motion which we transformed into
@@ -467,8 +465,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="getting-photometry-data">Getting photometry data<a class="anchor" aria-label="anchor" href="#getting-photometry-data"></a>
-<a class="anchor" aria-label="anchor" href="#getting-photometry-data"></a></h2>
+<section><h2 class="section-heading" id="getting-photometry-data">Getting photometry data<a class="anchor" aria-label="anchor" href="#getting-photometry-data"></a></h2>
 <hr class="half-width"><p>The Gaia dataset contains some photometry data, including the
 variable <code>bp_rp</code>, which contains BP-RP color (the difference
 in mean flux between the BP and RP bands). We use this variable to
@@ -491,8 +488,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="a-caveat-about-matching-stars-between-catalogs" class="callout-inner">
-<h3 class="callout-title">A caveat about matching stars between catalogs<a class="anchor" aria-label="anchor" href="#a-caveat-about-matching-stars-between-catalogs"></a>
-</h3>
+<h3 class="callout-title">A caveat about matching stars between catalogs</h3>
 <div class="callout-content">
 <p>In general, choosing a star from the Gaia catalog and finding the
 corresponding star in the Pan-STARRS catalog is not easy. This kind of
@@ -513,8 +509,7 @@ <h3 class="callout-title">A caveat about matching stars between catalogs<a class
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="the-best-neighbor-table">The best neighbor table<a class="anchor" aria-label="anchor" href="#the-best-neighbor-table"></a>
-<a class="anchor" aria-label="anchor" href="#the-best-neighbor-table"></a></h2>
+</section><section><h2 class="section-heading" id="the-best-neighbor-table">The best neighbor table<a class="anchor" aria-label="anchor" href="#the-best-neighbor-table"></a></h2>
 <hr class="half-width"><p>So the hard part of cross-matching has been done for us. Using the
 results is a little tricky, but it gives us a chance to learn about one
 of the most important tools for working with databases: “joining”
@@ -546,8 +541,7 @@ <h3 class="callout-title">A caveat about matching stars between catalogs<a class
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="british-vs-american-spelling-of-neighbour" class="callout-inner">
-<h3 class="callout-title">British vs American Spelling of Neighbour<a class="anchor" aria-label="anchor" href="#british-vs-american-spelling-of-neighbour"></a>
-</h3>
+<h3 class="callout-title">British vs American Spelling of Neighbour</h3>
 <div class="callout-content">
 <p>The Gaia database was created and is maintained by the European Space
 Astronomy Center. For this reason, the table spellings use the British
@@ -624,8 +618,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="number-of-neighbors" class="callout-inner">
-<h3 class="callout-title">Number of neighbors<a class="anchor" aria-label="anchor" href="#number-of-neighbors"></a>
-</h3>
+<h3 class="callout-title">Number of neighbors</h3>
 <div class="callout-content">
 <p>The table also contains <code>number_of_neighbours</code> which is
 the number of stars in Pan-STARRS that match in terms of position,
@@ -674,8 +667,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 6700154994715046016                           1               0      69743055581721207
 6757061941303252736                           1               0      69742856540241198</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="the-pan-starrs-table">The Pan-STARRS table<a class="anchor" aria-label="anchor" href="#the-pan-starrs-table"></a>
-<a class="anchor" aria-label="anchor" href="#the-pan-starrs-table"></a></h2>
+</section><section><h2 class="section-heading" id="the-pan-starrs-table">The Pan-STARRS table<a class="anchor" aria-label="anchor" href="#the-pan-starrs-table"></a></h2>
 <hr class="half-width"><p>Now that we know the Pan-STARRS <code>obj_id</code>, we are ready to
 match this to the photometry in the
 <code>panstarrs1_original_valid</code> table. Here is the metadata for
@@ -786,8 +778,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 67132026238911331             -- 20.9062995910645
 67553513677687787             -- 21.2831001281738</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="joining-tables">Joining tables<a class="anchor" aria-label="anchor" href="#joining-tables"></a>
-<a class="anchor" aria-label="anchor" href="#joining-tables"></a></h2>
+</section><section><h2 class="section-heading" id="joining-tables">Joining tables<a class="anchor" aria-label="anchor" href="#joining-tables"></a></h2>
 <hr class="half-width"><p>The following figure shows how these tables are related.</p>
 <ul><li><p>The orange circles and arrows represent the first
 <code>JOIN</code> operation, which takes each <code>source_id</code> in
@@ -925,8 +916,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 3322773724537891456 88.81308602813434 ... -33.078133430952086
 [Output truncated]</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="adding-the-best-neighbor-table">Adding the best neighbor table<a class="anchor" aria-label="anchor" href="#adding-the-best-neighbor-table"></a>
-<a class="anchor" aria-label="anchor" href="#adding-the-best-neighbor-table"></a></h2>
+</section><section><h2 class="section-heading" id="adding-the-best-neighbor-table">Adding the best neighbor table<a class="anchor" aria-label="anchor" href="#adding-the-best-neighbor-table"></a></h2>
 <hr class="half-width"><p>Now we are ready for the first join. The join operation requires two
 clauses:</p>
 <ul><li><p><code>JOIN</code> specifies the name of the table we want to join
@@ -960,8 +950,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="sql-detail" class="callout-inner">
-<h3 class="callout-title">SQL detail<a class="anchor" aria-label="anchor" href="#sql-detail"></a>
-</h3>
+<h3 class="callout-title">SQL detail</h3>
 <div class="callout-content">
 <p>In this example, the <code>ON</code> column has the same name in both
 tables, so we could replace the <code>ON</code> clause with a simpler <a href="https://docs.oracle.com/javadb/10.8.3.0/ref/rrefsqljusing.html" class="external-link"><code>USING</code>clause</a>:</p>
@@ -1060,15 +1049,13 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 “inner” join because the results include only the intersection of the
 two tables. <a href="https://www.geeksforgeeks.org/sql-join-set-1-inner-left-right-and-full-joins/" class="external-link">You
 can read about the other kinds of join here</a>.</p>
-</section><section><h2 class="section-heading" id="adding-the-pan-starrs-table">Adding the Pan-STARRS table<a class="anchor" aria-label="anchor" href="#adding-the-pan-starrs-table"></a>
-<a class="anchor" aria-label="anchor" href="#adding-the-pan-starrs-table"></a></h2>
+</section><section><h2 class="section-heading" id="adding-the-pan-starrs-table">Adding the Pan-STARRS table<a class="anchor" aria-label="anchor" href="#adding-the-pan-starrs-table"></a></h2>
 <hr class="half-width"><div id="exercise-15-minutes" class="callout challenge">
 <div class="callout-square">
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-15-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (15 minutes)<a class="anchor" aria-label="anchor" href="#exercise-15-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (15 minutes)</h3>
 <div class="callout-content">
 <p>Now we are ready to bring in the Pan-STARRS table. Starting with the
 previous query, add a second <code>JOIN</code> clause that joins with
@@ -1087,7 +1074,7 @@ <h3 class="callout-title">Exercise (15 minutes)<a class="anchor" aria-label="anc
 <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="cb45">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1143,8 +1130,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="selecting-by-coordinates-and-proper-motion">Selecting by coordinates and proper motion<a class="anchor" aria-label="anchor" href="#selecting-by-coordinates-and-proper-motion"></a>
-<a class="anchor" aria-label="anchor" href="#selecting-by-coordinates-and-proper-motion"></a></h2>
+</section><section><h2 class="section-heading" id="selecting-by-coordinates-and-proper-motion">Selecting by coordinates and proper motion<a class="anchor" aria-label="anchor" href="#selecting-by-coordinates-and-proper-motion"></a></h2>
 <hr class="half-width"><p>We are now going to replace the cone search with the GD-1 selection
 that we built in previous episodes. We will start by making sure that
 our previous query works, then add in the <code>JOIN</code>. Now we will
@@ -1234,8 +1220,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-15-minutes-1" class="callout-inner">
-<h3 class="callout-title">Exercise (15 minutes)<a class="anchor" aria-label="anchor" href="#exercise-15-minutes-1"></a>
-</h3>
+<h3 class="callout-title">Exercise (15 minutes)</h3>
 <div class="callout-content">
 <p>Create a new query base called <code>candidate_join_query_base</code>
 that combines the <code>WHERE</code> clauses from the previous query
@@ -1254,7 +1239,7 @@ <h3 class="callout-title">Exercise (15 minutes)<a class="anchor" aria-label="anc
 <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="cb54">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1294,8 +1279,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="checking-the-match">Checking the match<a class="anchor" aria-label="anchor" href="#checking-the-match"></a>
-<a class="anchor" aria-label="anchor" href="#checking-the-match"></a></h2>
+</section><section><h2 class="section-heading" id="checking-the-match">Checking the match<a class="anchor" aria-label="anchor" href="#checking-the-match"></a></h2>
 <hr class="half-width"><p>To get more information about the matching process, we can inspect
 <code>best_neighbour_multiplicity</code>, which indicates for each star
 in Gaia how many stars in Pan-STARRS are equally likely matches.</p>
@@ -1352,8 +1336,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="numpy-mask-warning" class="callout-inner">
-<h3 class="callout-title">Numpy Mask Warning<a class="anchor" aria-label="anchor" href="#numpy-mask-warning"></a>
-</h3>
+<h3 class="callout-title">Numpy Mask Warning</h3>
 <div class="callout-content">
 <p>You may see a warning that ends with the following phrase:</p>
 <p><code>site-packages/numpy/lib/function_base.py:4650:</code></p>
@@ -1393,8 +1376,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <p>All values in this column are <code>0</code>, which means that for
 each match we found in Pan-STARRS, there are no other stars in Gaia that
 also match.</p>
-</section><section><h2 class="section-heading" id="saving-the-dataframe">Saving the DataFrame<a class="anchor" aria-label="anchor" href="#saving-the-dataframe"></a>
-<a class="anchor" aria-label="anchor" href="#saving-the-dataframe"></a></h2>
+</section><section><h2 class="section-heading" id="saving-the-dataframe">Saving the DataFrame<a class="anchor" aria-label="anchor" href="#saving-the-dataframe"></a></h2>
 <hr class="half-width"><p>We can make a <code>DataFrame</code> from our Astropy
 <code>Table</code> and save our results so we can pick up where we left
 off without running this query again. Once again, we will make use of
@@ -1428,8 +1410,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code><span><span class="fl">15.422508239746094</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="another-file-format---csv">Another file format - CSV<a class="anchor" aria-label="anchor" href="#another-file-format---csv"></a>
-<a class="anchor" aria-label="anchor" href="#another-file-format---csv"></a></h2>
+</section><section><h2 class="section-heading" id="another-file-format---csv">Another file format - CSV<a class="anchor" aria-label="anchor" href="#another-file-format---csv"></a></h2>
 <hr class="half-width"><p>Pandas can write a variety of other formats, <a href="https://pandas.pydata.org/pandas-docs/stable/user_guide/io.html" class="external-link">which
 you can read about here</a>. We won’t cover all of them, but one other
 important one is <a href="https://en.wikipedia.org/wiki/Comma-separated_values" class="external-link">CSV</a>,
@@ -1521,8 +1502,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 functions for writing and reading CSV files provide options to avoid
 that problem, but this is an example of the kind of thing that can go
 wrong with CSV files.</p>
-</section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a>
-<a class="anchor" aria-label="anchor" href="#summary"></a></h2>
+</section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a></h2>
 <hr class="half-width"><p>In this episode, we used database <code>JOIN</code> operations to
 select photometry data for the stars we’ve identified as candidates to
 be in GD-1.</p>
@@ -1534,8 +1514,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Use <code>JOIN</code> operations to combine data from multiple
 tables in a database, using some kind of identifier to match up records
@@ -1588,7 +1567,7 @@ <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">
@@ -1611,7 +1590,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/astronomy-python/instructor/06-join.html",
   "dateCreated": "2020-05-11",
   "dateModified": "2024-05-07",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/07-photo.html b/instructor/07-photo.html
index 1b5a78f5..b0838a92 100644
--- a/instructor/07-photo.html
+++ b/instructor/07-photo.html
@@ -287,10 +287,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -310,7 +310,7 @@ <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">
@@ -396,8 +396,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="check-square"></i>
 </div>
 <div id="outline" class="callout-inner">
-<h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#outline"></a>
-</h3>
+<h3 class="callout-title">Outline</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal"><li><p>We will reload the data from the previous episode and make a
 color-magnitude diagram.</p></li>
@@ -412,8 +411,7 @@ <h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#ou
 <i class="callout-icon" data-feather="check"></i>
 </div>
 <div id="starting-from-this-episode" class="callout-inner">
-<h3 class="callout-title">Starting from this episode<a class="anchor" aria-label="anchor" href="#starting-from-this-episode"></a>
-</h3>
+<h3 class="callout-title">Starting from this episode</h3>
 <div class="callout-content">
 <p>If you are starting a new notebook for this episode, expand this
 section for information you will need to get started.</p>
@@ -422,7 +420,7 @@ <h3 class="callout-title">Starting from this episode<a class="anchor" aria-label
 <button class="accordion-button spoiler-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSpoiler1" aria-expanded="false" aria-controls="collapseSpoiler1">
   <h3 class="accordion-header" id="headingSpoiler1">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div> Read me </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
 <div class="accordion-body">
 <p>In the previous episode, we selected stars in GD-1 based on proper
 motion and downloaded the spatial, proper motion, and photometry
@@ -461,8 +459,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="plotting-photometry-data">Plotting photometry data<a class="anchor" aria-label="anchor" href="#plotting-photometry-data"></a>
-<a class="anchor" aria-label="anchor" href="#plotting-photometry-data"></a></h2>
+<section><h2 class="section-heading" id="plotting-photometry-data">Plotting photometry data<a class="anchor" aria-label="anchor" href="#plotting-photometry-data"></a></h2>
 <hr class="half-width"><p>Now that we have photometry data from Pan-STARRS, we can produce a <a href="https://coolwiki.ipac.caltech.edu/index.php/Color-Magnitude_and_Color-Color_plots_Overview" class="external-link">color-magnitude
 diagram</a> to replicate the diagram from the original paper:</p>
 <figure><img width="300" src="../fig/gd1-3.png" alt="Color-magnitude diagram for the stars selected based on proper motion, from Price-Whelan and Bonaca paper." class="figure mx-auto d-block"></figure><p>The y-axis shows the apparent magnitude of each source with the <a href="https://en.wikipedia.org/wiki/Photometric_system" class="external-link">g
@@ -474,8 +471,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="a-slight-detour-for-non-domain-experts" class="callout-inner">
-<h3 class="callout-title">A slight detour for non-domain experts<a class="anchor" aria-label="anchor" href="#a-slight-detour-for-non-domain-experts"></a>
-</h3>
+<h3 class="callout-title">A slight detour for non-domain experts</h3>
 <div class="callout-content">
 <p>If you are wondering (as a non-domain expert) how to interpret this
 color-magnitude diagram, please expand the section below.</p>
@@ -484,7 +480,7 @@ <h3 class="callout-title">A slight detour for non-domain experts<a class="anchor
 <button class="accordion-button spoiler-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSpoiler2" aria-expanded="false" aria-controls="collapseSpoiler2">
   <h3 class="accordion-header" id="headingSpoiler2">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div> The color magnitude diagram of GD-1 and foreground stars </h3>
 </button>
-<div id="collapseSpoiler2" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler2" aria-labelledby="headingSpoiler2">
+<div id="collapseSpoiler2" class="accordion-collapse collapse" aria-labelledby="headingSpoiler2" data-bs-parent="#accordionSpoiler2">
 <div class="accordion-body">
 <p>As a pathologist can easily point to tumor on a biopsy slide, so too
 can astronomers who study stellar populations see two stellar main
@@ -607,8 +603,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <figure><img src="../fig/07-photo_files/07-photo_12_0.png" alt="Color magnitude diagram of our selected stars showing overdense region in lower left." class="figure mx-auto d-block"></figure><p>In the next section we will use an isochrone to specify a polygon
 that contains this overdense region.</p>
-</section><section><h2 class="section-heading" id="isochrone">Isochrone<a class="anchor" aria-label="anchor" href="#isochrone"></a>
-<a class="anchor" aria-label="anchor" href="#isochrone"></a></h2>
+</section><section><h2 class="section-heading" id="isochrone">Isochrone<a class="anchor" aria-label="anchor" href="#isochrone"></a></h2>
 <hr class="half-width"><p>Given our understanding of the age, metallicity, and distance to GD-1
 we can overlay a theoretical isochrone for GD-1 from the MESA Isochrones
 and Stellar Tracks and better identify the main sequence of GD-1.</p>
@@ -617,8 +612,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="calculating-isochrone" class="callout-inner">
-<h3 class="callout-title">Calculating Isochrone<a class="anchor" aria-label="anchor" href="#calculating-isochrone"></a>
-</h3>
+<h3 class="callout-title">Calculating Isochrone</h3>
 <div class="callout-content">
 <p>In fact, we can use <a href="https://waps.cfa.harvard.edu/MIST/" class="external-link">MESA
 Isochrones &amp; Stellar Tracks</a> (MIST) to compute it for us. Using
@@ -633,8 +627,7 @@ <h3 class="callout-title">Calculating Isochrone<a class="anchor" aria-label="anc
 </ul></div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="making-a-polygon">Making a polygon<a class="anchor" aria-label="anchor" href="#making-a-polygon"></a>
-<a class="anchor" aria-label="anchor" href="#making-a-polygon"></a></h2>
+</section><section><h2 class="section-heading" id="making-a-polygon">Making a polygon<a class="anchor" aria-label="anchor" href="#making-a-polygon"></a></h2>
 <hr class="half-width"><p>The MIST isochrone files available on the website above can not be
 directly plotted over our data. We have selected the relevant part of
 the isochrone, the filters we are interested in, and scaled the
@@ -737,8 +730,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code>&lt;Figure size 432x288 with 1 Axes&gt;</code></pre>
 </div>
-<figure><img src="../fig/07-photo_files/07-photo_62_0.png" alt="Color magnitude diagram of our selected stars showing left boundary as blue curve and right boundary as orange curve." class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="which-points-are-in-the-polygon">Which points are in the polygon?<a class="anchor" aria-label="anchor" href="#which-points-are-in-the-polygon"></a>
-<a class="anchor" aria-label="anchor" href="#which-points-are-in-the-polygon"></a></h2>
+<figure><img src="../fig/07-photo_files/07-photo_62_0.png" alt="Color magnitude diagram of our selected stars showing left boundary as blue curve and right boundary as orange curve." class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="which-points-are-in-the-polygon">Which points are in the polygon?<a class="anchor" aria-label="anchor" href="#which-points-are-in-the-polygon"></a></h2>
 <hr class="half-width"><p>Matplotlib provides a <code>Polygon</code> object that we can use to
 check which points fall in the polygon we just constructed.</p>
 <p>To make a <code>Polygon</code>, we need to assemble <code>g</code>,
@@ -852,8 +844,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>When we encounter a new object, it is good to create a toy example to
 test that it does what we think it does. Define a list of two points
@@ -870,7 +861,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" 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="cb30">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -896,8 +887,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <p>We are almost ready to select stars whose photometry data falls in
 this polygon. But first we need to do some data cleaning.</p>
-</section><section><h2 class="section-heading" id="save-the-polygon">Save the polygon<a class="anchor" aria-label="anchor" href="#save-the-polygon"></a>
-<a class="anchor" aria-label="anchor" href="#save-the-polygon"></a></h2>
+</section><section><h2 class="section-heading" id="save-the-polygon">Save the polygon<a class="anchor" aria-label="anchor" href="#save-the-polygon"></a></h2>
 <hr class="half-width"><p><a href="https://en.wikipedia.org/wiki/Reproducibility#Reproducible_research" class="external-link">Reproducibile
 research</a> is “the idea that … the full computational environment used
 to produce the results in the paper such as the code, data, etc. can be
@@ -916,8 +906,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb33-1"><a href="#cb33-1" tabindex="-1"></a>filename <span class="op">=</span> <span class="st">'gd1_data.hdf'</span></span>
 <span id="cb33-2"><a href="#cb33-2" tabindex="-1"></a>loop_df.to_hdf(filename, <span class="st">'loop_df'</span>)</span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="selecting-based-on-photometry">Selecting based on photometry<a class="anchor" aria-label="anchor" href="#selecting-based-on-photometry"></a>
-<a class="anchor" aria-label="anchor" href="#selecting-based-on-photometry"></a></h2>
+</section><section><h2 class="section-heading" id="selecting-based-on-photometry">Selecting based on photometry<a class="anchor" aria-label="anchor" href="#selecting-based-on-photometry"></a></h2>
 <hr class="half-width"><p>Now we will check how many of the candidate stars are inside the
 polygon we chose. <code>contains_points</code> expects a list of (x,y)
 pairs. As with creating the <code>Polygon</code>,
@@ -964,8 +953,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes-1" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes-1"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>Boolean values are stored as 0s and 1s. <code>FALSE</code> = 0 and
 <code>TRUE</code> = 1. Use this information to determine the number of
@@ -978,7 +966,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <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="cb38">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1090,8 +1078,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code>&lt;Figure size 1000x250 with 1 Axes&gt;</code></pre>
 </div>
-<figure><img src="../fig/08-plot_files/08-plot_13_0.png" alt="phi 1 and phi 2 of selected stars in the GD-1 frame after selecting for both proper motion and photometry." class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="write-the-data">Write the data<a class="anchor" aria-label="anchor" href="#write-the-data"></a>
-<a class="anchor" aria-label="anchor" href="#write-the-data"></a></h2>
+<figure><img src="../fig/08-plot_files/08-plot_13_0.png" alt="phi 1 and phi 2 of selected stars in the GD-1 frame after selecting for both proper motion and photometry." class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="write-the-data">Write the data<a class="anchor" aria-label="anchor" href="#write-the-data"></a></h2>
 <hr class="half-width"><p>Finally, we will write the selected stars to a file.</p>
 <div class="codewrapper sourceCode" id="cb48">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1110,8 +1097,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code><span><span class="fl">15.486198425292969</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a>
-<a class="anchor" aria-label="anchor" href="#summary"></a></h2>
+</section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a></h2>
 <hr class="half-width"><p>In this episode, we used photometry data from Pan-STARRS to draw a
 color-magnitude diagram. We used an isochrone to define a polygon and
 select stars we think are likely to be in GD-1. Plotting the results, we
@@ -1122,8 +1108,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Matplotlib provides operations for working with points, polygons,
 and other geometric entities, so it is not just for making figures.</li>
@@ -1170,7 +1155,7 @@ <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">
@@ -1193,7 +1178,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/astronomy-python/instructor/07-photo.html",
   "dateCreated": "2020-05-11",
   "dateModified": "2024-05-07",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/08-plot.html b/instructor/08-plot.html
index 2eb9a3bf..eb4b3f49 100644
--- a/instructor/08-plot.html
+++ b/instructor/08-plot.html
@@ -288,10 +288,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -311,7 +311,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="../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">
@@ -392,8 +392,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="check-square"></i>
 </div>
 <div id="outline" class="callout-inner">
-<h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#outline"></a>
-</h3>
+<h3 class="callout-title">Outline</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal"><li><p>Starting with the figure from the previous episode, we will add
 annotations to present the results more clearly.</p></li>
@@ -409,8 +408,7 @@ <h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#ou
 <i class="callout-icon" data-feather="check"></i>
 </div>
 <div id="starting-from-this-episode" class="callout-inner">
-<h3 class="callout-title">Starting from this episode<a class="anchor" aria-label="anchor" href="#starting-from-this-episode"></a>
-</h3>
+<h3 class="callout-title">Starting from this episode</h3>
 <div class="callout-content">
 <p>If you are starting a new notebook for this episode, expand this
 section for information you will need to get started.</p>
@@ -419,7 +417,7 @@ <h3 class="callout-title">Starting from this episode<a class="anchor" aria-label
 <button class="accordion-button spoiler-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSpoiler1" aria-expanded="false" aria-controls="collapseSpoiler1">
   <h3 class="accordion-header" id="headingSpoiler1">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div> Read me </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
 <div class="accordion-body">
 <p>In the previous episode, we selected stars in GD-1 based on proper
 motion and downloaded the spatial, proper motion, and photometry
@@ -473,8 +471,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="making-figures-that-tell-a-story">Making Figures That Tell a Story<a class="anchor" aria-label="anchor" href="#making-figures-that-tell-a-story"></a>
-<a class="anchor" aria-label="anchor" href="#making-figures-that-tell-a-story"></a></h2>
+<section><h2 class="section-heading" id="making-figures-that-tell-a-story">Making Figures That Tell a Story<a class="anchor" aria-label="anchor" href="#making-figures-that-tell-a-story"></a></h2>
 <hr class="half-width"><p>The figures we have made so far have been “quick and dirty”. Mostly
 we have used Matplotlib’s default style, although we have adjusted a few
 parameters, like <code>markersize</code> and <code>alpha</code>, to
@@ -493,8 +490,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-10-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (10 minutes)<a class="anchor" aria-label="anchor" href="#exercise-10-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (10 minutes)</h3>
 <div class="callout-content">
 <p>Think about the following questions:</p>
 <ol style="list-style-type: decimal"><li><p>What is the primary scientific result of this work?</p></li>
@@ -513,7 +509,7 @@ <h3 class="callout-title">Exercise (10 minutes)<a class="anchor" aria-label="anc
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>No figure is perfect, and everyone can be a critic. Here are some
 topics that could come up in this discussion:</p>
@@ -554,8 +550,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="plotting-gd-1-with-annotations">Plotting GD-1 with Annotations<a class="anchor" aria-label="anchor" href="#plotting-gd-1-with-annotations"></a>
-<a class="anchor" aria-label="anchor" href="#plotting-gd-1-with-annotations"></a></h2>
+</section><section><h2 class="section-heading" id="plotting-gd-1-with-annotations">Plotting GD-1 with Annotations<a class="anchor" aria-label="anchor" href="#plotting-gd-1-with-annotations"></a></h2>
 <hr class="half-width"><p>The lower left panel in the paper uses three other features to
 present the results more clearly and compellingly:</p>
 <ul><li><p>A vertical dashed line to distinguish the previously undetected
@@ -568,8 +563,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-20-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (20 minutes)<a class="anchor" aria-label="anchor" href="#exercise-20-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (20 minutes)</h3>
 <div class="callout-content">
 <p>Plot the selected stars in <code>winner_df</code> using the
 <code>plot_cmd_selection</code> function and then choose any or all of
@@ -588,7 +582,7 @@ <h3 class="callout-title">Exercise (20 minutes)<a class="anchor" aria-label="anc
 <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="cb4">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -615,8 +609,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="customization">Customization<a class="anchor" aria-label="anchor" href="#customization"></a>
-<a class="anchor" aria-label="anchor" href="#customization"></a></h2>
+</section><section><h2 class="section-heading" id="customization">Customization<a class="anchor" aria-label="anchor" href="#customization"></a></h2>
 <hr class="half-width"><p>Matplotlib provides a default style that determines things like the
 colors of lines, the placement of labels and ticks on the axes, and many
 other properties.</p>
@@ -636,8 +629,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="note-on-accessibility" class="callout-inner">
-<h3 class="callout-title">Note on Accessibility<a class="anchor" aria-label="anchor" href="#note-on-accessibility"></a>
-</h3>
+<h3 class="callout-title">Note on Accessibility</h3>
 <div class="callout-content">
 <p>Customization offers a high degree of personalization for creating
 scientific visualizations. It is important to also create accessible
@@ -670,7 +662,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <div id="subplot-and-axes" class="callout-inner">
 <h3 class="callout-title">
 <code>subplot</code> and
-<code>axes</code><a class="anchor" aria-label="anchor" href="#subplot-and-axes"></a>
+<code>axes</code>
 </h3>
 <div class="callout-content">
 <p>Confusingly, in Matplotlib the objects <code>subplot</code> and
@@ -702,8 +694,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>Read the documentation of <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.axes.Axes.tick_params.html" class="external-link"><code>tick_params</code></a>
 and use it to put ticks on the top and right sides of the axes.</p>
@@ -715,7 +706,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <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="cb7">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -728,8 +719,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="rcparams">rcParams<a class="anchor" aria-label="anchor" href="#rcparams"></a>
-<a class="anchor" aria-label="anchor" href="#rcparams"></a></h2>
+</section><section><h2 class="section-heading" id="rcparams">rcParams<a class="anchor" aria-label="anchor" href="#rcparams"></a></h2>
 <hr class="half-width"><p>If you want to make a customization that applies to all figures in a
 notebook, you can use <code>rcParams</code>. When you import Matplotlib,
 a dictionary is created with default values for everything you can
@@ -758,8 +748,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes-1" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes-1"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>Plot the previous figure again, and see what font sizes have changed.
 Look up any other element of <code>rcParams</code>, change its value,
@@ -772,7 +761,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <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="cb11">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -809,8 +798,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <p>If the file doesn’t exist, you can download <a href="https://matplotlib.org/stable/tutorials/introductory/customizing.html#matplotlibrc-sample" class="external-link">a
 sample matplotlibrc file</a> to modify.</p>
-</section><section><h2 class="section-heading" id="style-sheets">Style sheets<a class="anchor" aria-label="anchor" href="#style-sheets"></a>
-<a class="anchor" aria-label="anchor" href="#style-sheets"></a></h2>
+</section><section><h2 class="section-heading" id="style-sheets">Style sheets<a class="anchor" aria-label="anchor" href="#style-sheets"></a></h2>
 <hr class="half-width"><p>It is possible that you would like multiple sets of defaults, for
 example, one default for plots for scientific papers and another for
 talks or posters. Because the <code>matplotlibrc</code> file is read
@@ -863,8 +851,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="return-to-default" class="callout-inner">
-<h3 class="callout-title">Return to Default<a class="anchor" aria-label="anchor" href="#return-to-default"></a>
-</h3>
+<h3 class="callout-title">Return to Default</h3>
 <div class="callout-content">
 <p>To switch back to the default style use</p>
 <div class="codewrapper sourceCode" id="cb16">
@@ -880,8 +867,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes-2" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes-2"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>Choose one of the styles on the list and select it by calling
 <code>use</code>. Then go back and plot one of the previous figures to
@@ -894,7 +880,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb17">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -940,8 +926,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb19-1"><a href="#cb19-1" tabindex="-1"></a>mpl.get_configdir()</span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="multiple-panels">Multiple panels<a class="anchor" aria-label="anchor" href="#multiple-panels"></a>
-<a class="anchor" aria-label="anchor" href="#multiple-panels"></a></h2>
+</section><section><h2 class="section-heading" id="multiple-panels">Multiple panels<a class="anchor" aria-label="anchor" href="#multiple-panels"></a></h2>
 <hr class="half-width"><p>So far we have been working with one figure at a time, but the figure
 we are replicating contains multiple panels. We will create each of
 these panels as a different subplot. Matplotlib has multiple functions
@@ -1001,8 +986,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes-3" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes-3"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>What happens if you leave out <code>tight_layout</code>?</p>
 </div>
@@ -1013,7 +997,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution6" aria-expanded="false" aria-controls="collapseSolution6">
   <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
 <div class="accordion-body">
 <p>Without <code>tight_layout</code> the space between the panels is too
 small. In this situation, the titles from the lower plots overlap with
@@ -1023,8 +1007,7 @@ <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="adjusting-proportions">Adjusting proportions<a class="anchor" aria-label="anchor" href="#adjusting-proportions"></a>
-<a class="anchor" aria-label="anchor" href="#adjusting-proportions"></a></h2>
+</section><section><h2 class="section-heading" id="adjusting-proportions">Adjusting proportions<a class="anchor" aria-label="anchor" href="#adjusting-proportions"></a></h2>
 <hr class="half-width"><p>In the previous figure, the panels are all the same size. To get a
 better view of GD-1, we would like to stretch the panels on the left and
 compress the ones on the right.</p>
@@ -1067,8 +1050,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes-4" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes-4"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>In this example, the ratio of the widths of the panels is 3:1. How
 would you adjust it if you wanted the ratio to be 3:2?</p>
@@ -1080,7 +1062,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution7" aria-expanded="false" aria-controls="collapseSolution7">
   <h4 class="accordion-header" id="headingSolution7"> Show me the solution </h4>
 </button>
-<div id="collapseSolution7" class="accordion-collapse collapse" data-bs-parent="#accordionSolution7" aria-labelledby="headingSolution7">
+<div id="collapseSolution7" class="accordion-collapse collapse" aria-labelledby="headingSolution7" data-bs-parent="#accordionSolution7">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb24">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1107,8 +1089,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="adding-the-shaded-regions">Adding the shaded regions<a class="anchor" aria-label="anchor" href="#adding-the-shaded-regions"></a>
-<a class="anchor" aria-label="anchor" href="#adding-the-shaded-regions"></a></h2>
+</section><section><h2 class="section-heading" id="adding-the-shaded-regions">Adding the shaded regions<a class="anchor" aria-label="anchor" href="#adding-the-shaded-regions"></a></h2>
 <hr class="half-width"><p>The one thing our figure is missing is the shaded regions showing the
 stars selected by proper motion and around the isochrone in the color
 magnitude diagram.</p>
@@ -1192,8 +1173,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes-5" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes-5"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>Add a few lines to be run after the <code>plot_cmd</code> function to
 show the polygon we selected as a shaded area.</p>
@@ -1208,7 +1188,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution8" aria-expanded="false" aria-controls="collapseSolution8">
   <h4 class="accordion-header" id="headingSolution8"> Show me the solution </h4>
 </button>
-<div id="collapseSolution8" class="accordion-collapse collapse" data-bs-parent="#accordionSolution8" aria-labelledby="headingSolution8">
+<div id="collapseSolution8" class="accordion-collapse collapse" aria-labelledby="headingSolution8" data-bs-parent="#accordionSolution8">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb32">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1228,8 +1208,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes-6" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes-6"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>Add the <code>Polygon</code> patches you just created to the right
 panels of the four panel figure.</p>
@@ -1241,7 +1220,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution9" aria-expanded="false" aria-controls="collapseSolution9">
   <h4 class="accordion-header" id="headingSolution9"> Show me the solution </h4>
 </button>
-<div id="collapseSolution9" class="accordion-collapse collapse" data-bs-parent="#accordionSolution9" aria-labelledby="headingSolution9">
+<div id="collapseSolution9" class="accordion-collapse collapse" aria-labelledby="headingSolution9" data-bs-parent="#accordionSolution9">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb33">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1278,8 +1257,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a>
-<a class="anchor" aria-label="anchor" href="#summary"></a></h2>
+</section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a></h2>
 <hr class="half-width"><p>In this episode, we reverse-engineered the figure we have been
 replicating, identifying elements that seem effective and others that
 could be improved.</p>
@@ -1292,8 +1270,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Effective figures focus on telling a single story clearly and
 authentically. The major decisions needed in creating an effective
@@ -1346,7 +1323,7 @@ <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">
@@ -1369,7 +1346,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/astronomy-python/instructor/08-plot.html",
   "dateCreated": "2020-05-11",
   "dateModified": "2024-05-07",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/404.html b/instructor/404.html
index 55ac7c24..978a511f 100644
--- a/instructor/404.html
+++ b/instructor/404.html
@@ -288,10 +288,10 @@ <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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@@ -312,7 +312,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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               </div>
             </div>
-            <hr class="half-width resources"><a href="https://datacarpentry.github.io/astronomy-python/instructor/aio.html" class="external-link">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="https://datacarpentry.github.io/astronomy-python/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">
@@ -329,8 +329,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
     <main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Page not found</h1>
         
-<section><h2 class="section-heading" id="our-apologies">Our apologies!<a class="anchor" aria-label="anchor" href="#our-apologies"></a>
-<a class="anchor" aria-label="anchor" href="#our-apologies"></a></h2>
+<section><h2 class="section-heading" id="our-apologies">Our apologies!<a class="anchor" aria-label="anchor" href="#our-apologies"></a></h2>
 <hr class="half-width"><p>We cannot seem to find the page you are looking for. Here are some
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 <ol style="list-style-type: decimal"><li>try going back to the <a href="javascript:history.back()">previous
@@ -365,7 +364,7 @@ <h1>Page not found</h1>
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
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@@ -387,8 +386,8 @@ <h1>Page not found</h1>
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   "identifier": "https://datacarpentry.github.io/astronomy-python/instructor/404.html",
   "dateCreated": "2020-05-11",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
+  "dateModified": "2024-08-27",
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index d64973b7..6d494a74 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
@@ -269,10 +269,10 @@ <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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@@ -292,7 +292,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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               </div>
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-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -382,7 +382,7 @@ <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">
@@ -405,7 +405,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://datacarpentry.github.io/astronomy-python/instructor/CODE_OF_CONDUCT.html",
   "dateCreated": "2020-05-11",
   "dateModified": "2023-05-15",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index 44d138f3..b6e6c3aa 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -269,10 +269,10 @@ <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>
@@ -292,7 +292,7 @@ <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">
@@ -337,8 +337,7 @@ <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
@@ -371,8 +370,7 @@ <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>
@@ -392,8 +390,7 @@ <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>
@@ -433,7 +430,7 @@ <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">
@@ -456,7 +453,7 @@ <h1>Licenses</h1>
   "identifier": "https://datacarpentry.github.io/astronomy-python/instructor/LICENSE.html",
   "dateCreated": "2020-05-11",
   "dateModified": "2023-05-15",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/aio.html b/instructor/aio.html
index 4ec72ef8..b8ef9ec5 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -337,10 +337,10 @@ <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>
@@ -367,7 +367,7 @@ <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>
 
 
@@ -438,8 +438,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="check-square"></i>
 </div>
 <div id="outline" class="callout-inner">
-<h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#outline"></a>
-</h3>
+<h3 class="callout-title">Outline</h3>
 <div class="callout-content">
 <p>This episode demonstrates the steps for selecting and downloading
 data from the Gaia Database:</p>
@@ -455,7 +454,6 @@ <h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#ou
 </div>
 </div>
 <section><h2 class="section-heading" id="query-language">Query Language<a class="anchor" aria-label="anchor" href="#query-language"></a>
-<a class="anchor" aria-label="anchor" href="#query-language"></a>
 </h2>
 <hr class="half-width">
 <p>In order to select data from a database, you need to compose a query,
@@ -470,7 +468,6 @@ <h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#ou
 learn from <a href="https://www.gaia.ac.uk/data/gaia-data-release-1/adql-cookbook" class="external-link">this
 ADQL Cookbook</a>.</p>
 </section><section><h2 class="section-heading" id="using-jupyter">Using Jupyter<a class="anchor" aria-label="anchor" href="#using-jupyter"></a>
-<a class="anchor" aria-label="anchor" href="#using-jupyter"></a>
 </h2>
 <hr class="half-width">
 <p>If you have not worked with Jupyter notebooks before, you might start
@@ -514,7 +511,6 @@ <h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#ou
 <p>Before you continue with this lesson, you might want to explore the
 other menus and the toolbar to see what else you can do.</p>
 </section><section><h2 class="section-heading" id="connecting-to-gaia">Connecting to Gaia<a class="anchor" aria-label="anchor" href="#connecting-to-gaia"></a>
-<a class="anchor" aria-label="anchor" href="#connecting-to-gaia"></a>
 </h2>
 <hr class="half-width">
 <p>The library we will use to get Gaia data is <a href="https://astroquery.readthedocs.io/en/latest/" class="external-link">Astroquery</a>.
@@ -531,8 +527,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="old-versions-of-astroquery-output" class="callout-inner">
-<h3 class="callout-title">Old versions of astroquery output<a class="anchor" aria-label="anchor" href="#old-versions-of-astroquery-output"></a>
-</h3>
+<h3 class="callout-title">Old versions of astroquery output</h3>
 <div class="callout-content">
 <p>if you are using a version of astroquery that’s older than v0.4.4,
 you may see this output</p>
@@ -557,7 +552,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 stands for “Table Access Protocol”, which is a network protocol for
 sending queries to the database and getting back the results.</p>
 </section><section><h2 class="section-heading" id="databases-and-tables">Databases and Tables<a class="anchor" aria-label="anchor" href="#databases-and-tables"></a>
-<a class="anchor" aria-label="anchor" href="#databases-and-tables"></a>
 </h2>
 <hr class="half-width">
 <p>What is a database? Most generally, it can be any collection of data,
@@ -657,7 +651,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 Num. columns: 95</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="columns">Columns<a class="anchor" aria-label="anchor" href="#columns"></a>
-<a class="anchor" aria-label="anchor" href="#columns"></a>
 </h2>
 <hr class="half-width">
 <p>The following loop prints the names of the columns in the table.</p>
@@ -692,8 +685,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-2-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (2 minutes)<a class="anchor" aria-label="anchor" href="#exercise-2-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (2 minutes)</h3>
 <div class="callout-content">
 <p>One of the other tables we will use is
 <code>gaiadr2.panstarrs1_original_valid</code>. Use
@@ -707,7 +699,7 @@ <h3 class="callout-title">Exercise (2 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" 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="cb13">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -772,7 +764,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </section><section><h2 class="section-heading" id="writing-queries">Writing queries<a class="anchor" aria-label="anchor" href="#writing-queries"></a>
-<a class="anchor" aria-label="anchor" href="#writing-queries"></a>
 </h2>
 <hr class="half-width">
 <p>You might be wondering how we download these tables. With tables this
@@ -795,8 +786,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="triple-quotes-strings" class="callout-inner">
-<h3 class="callout-title">Triple-quotes strings<a class="anchor" aria-label="anchor" href="#triple-quotes-strings"></a>
-</h3>
+<h3 class="callout-title">Triple-quotes strings</h3>
 <div class="callout-content">
 <p>We use a <a href="https://docs.python.org/3/tutorial/introduction.html#strings" class="external-link">triple-quoted
 string</a> here so we can include line breaks in the query, which makes
@@ -882,8 +872,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="repetition" class="callout-inner">
-<h3 class="callout-title">Repetition<a class="anchor" aria-label="anchor" href="#repetition"></a>
-</h3>
+<h3 class="callout-title">Repetition</h3>
 <div class="callout-content">
 <p>Why is <code>table</code> repeated three times? The first is the name
 of the module, the second is the name of the submodule, and the third is
@@ -940,8 +929,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-3-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (3 minutes)<a class="anchor" aria-label="anchor" href="#exercise-3-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (3 minutes)</h3>
 <div class="callout-content">
 <p>Read <a href="https://gea.esac.esa.int/archive/documentation/GDR2/Gaia_archive/chap_datamodel/sec_dm_main_tables/ssec_dm_gaia_source.html" class="external-link">the
 documentation</a> of this table and choose a column that looks
@@ -956,7 +944,7 @@ <h3 class="callout-title">Exercise (3 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>For example, we can add radial_velocity : Radial velocity (double,
 Velocity[km/s] ) - Spectroscopic radial velocity in the solar
@@ -990,7 +978,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </section><section><h2 class="section-heading" id="asynchronous-queries">Asynchronous queries<a class="anchor" aria-label="anchor" href="#asynchronous-queries"></a>
-<a class="anchor" aria-label="anchor" href="#asynchronous-queries"></a>
 </h2>
 <hr class="half-width">
 <p><code>launch_job</code> asks the server to run the job
@@ -1081,8 +1068,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="different-results" class="callout-inner">
-<h3 class="callout-title">Different results<a class="anchor" aria-label="anchor" href="#different-results"></a>
-</h3>
+<h3 class="callout-title">Different results</h3>
 <div class="callout-content">
 <p>Your results for this query may differ from the Instructor’s. This is
 because <code>TOP 3000</code> returns 3000 results, but those results
@@ -1095,8 +1081,7 @@ <h3 class="callout-title">Different results<a class="anchor" aria-label="anchor"
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>The clauses in a query have to be in the right order. Go back and
 change the order of the clauses in <code>query2</code> and run it again.
@@ -1123,7 +1108,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <p>In this example, the WHERE clause is in the wrong place.</p>
 <div class="codewrapper">
@@ -1141,7 +1126,6 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 </div>
 </div>
 </section><section><h2 class="section-heading" id="operators">Operators<a class="anchor" aria-label="anchor" href="#operators"></a>
-<a class="anchor" aria-label="anchor" href="#operators"></a>
 </h2>
 <hr class="half-width">
 <p>In a <code>WHERE</code> clause, you can use any of the <a href="https://www.w3schools.com/sql/sql_operators.asp" class="external-link">SQL comparison
@@ -1195,8 +1179,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes-1" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes-1"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p><a href="https://www.w3schools.com/sql/sql_operators.asp" class="external-link">Read about
 SQL operators here</a> and then modify the previous query to select rows
@@ -1210,7 +1193,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <p>Here is a solution using <code>&gt;</code> and <code>&lt;</code>
 operators:</p>
@@ -1253,7 +1236,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 be hard to detect, so if it is detected, it is more likely to be in the
 foreground.</p>
 </section><section><h2 class="section-heading" id="formatting-queries">Formatting queries<a class="anchor" aria-label="anchor" href="#formatting-queries"></a>
-<a class="anchor" aria-label="anchor" href="#formatting-queries"></a>
 </h2>
 <hr class="half-width">
 <p>The queries we have written so far are string “literals”, meaning
@@ -1378,8 +1360,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-10-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (10 minutes)<a class="anchor" aria-label="anchor" href="#exercise-10-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (10 minutes)</h3>
 <div class="callout-content">
 <p>This query always selects sources with <code>parallax</code> less
 than 1. But suppose you want to take that upper bound as an input.</p>
@@ -1396,7 +1377,7 @@ <h3 class="callout-title">Exercise (10 minutes)<a class="anchor" aria-label="anc
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb47">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1418,7 +1399,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a>
-<a class="anchor" aria-label="anchor" href="#summary"></a>
 </h2>
 <hr class="half-width">
 <p>This episode has demonstrated the following steps:</p>
@@ -1438,8 +1418,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>If you can’t download an entire dataset (or it is not practical) use
@@ -1511,8 +1490,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="check-square"></i>
 </div>
 <div id="outline" class="callout-inner">
-<h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#outline"></a>
-</h3>
+<h3 class="callout-title">Outline</h3>
 <div class="callout-content">
 <p>We’ll start with an example that does a “cone search”; that is, it
 selects stars that appear in a circular region of the sky.</p>
@@ -1532,7 +1510,6 @@ <h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#ou
 </div>
 </div>
 <section><h2 class="section-heading" id="working-with-units">Working with Units<a class="anchor" aria-label="anchor" href="#working-with-units"></a>
-<a class="anchor" aria-label="anchor" href="#working-with-units"></a>
 </h2>
 <hr class="half-width">
 <p>The measurements we will work with are physical quantities, which
@@ -1640,8 +1617,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>Create a quantity that represents 5 <a href="https://en.wikipedia.org/wiki/Minute_and_second_of_arc" class="external-link">arcminutes</a>
 and assign it to a variable called <code>radius</code>.</p>
@@ -1669,7 +1645,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </section><section><h2 class="section-heading" id="selecting-a-region">Selecting a Region<a class="anchor" aria-label="anchor" href="#selecting-a-region"></a>
-<a class="anchor" aria-label="anchor" href="#selecting-a-region"></a>
 </h2>
 <hr class="half-width">
 <p>One of the most common ways to restrict a query is to select stars in
@@ -1756,8 +1731,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes-1" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes-1"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>When you are debugging queries like this, you can use
 <code>TOP</code> to limit the size of the results, but then you still
@@ -1806,7 +1780,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </section><section><h2 class="section-heading" id="getting-gd-1-data">Getting GD-1 Data<a class="anchor" aria-label="anchor" href="#getting-gd-1-data"></a>
-<a class="anchor" aria-label="anchor" href="#getting-gd-1-data"></a>
 </h2>
 <hr class="half-width">
 <p>From the Price-Whelan and Bonaca paper, we will try to reproduce <a href="https://www.astroexplorer.org/details/apjlaad7b5f1/eyJrZXlXb3JkcyI6IlByaWNlLVdoZWxhbiIsImF1dGhvciI6IlByaWNlLVdoZWxhbiIsImZyb21ZZWFyIjoyMDE4LCJ0b1llYXIiOjIwMTgsInBhZ2UiOjEsInNob3ciOiIyMDAifQ" class="external-link">Figure
@@ -1830,7 +1803,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 degrees φ<sub>2</sub>. First we will learn how to represent these
 coordinates with Astropy.</p>
 </section><section><h2 class="section-heading" id="transforming-coordinates">Transforming coordinates<a class="anchor" aria-label="anchor" href="#transforming-coordinates"></a>
-<a class="anchor" aria-label="anchor" href="#transforming-coordinates"></a>
 </h2>
 <hr class="half-width">
 <p>Astronomy makes use of many different <a href="https://en.wikipedia.org/wiki/Celestial_coordinate_system" class="external-link">coordinate
@@ -1889,8 +1861,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="coordinate-variables" class="callout-inner">
-<h3 class="callout-title">Coordinate Variables<a class="anchor" aria-label="anchor" href="#coordinate-variables"></a>
-</h3>
+<h3 class="callout-title">Coordinate Variables</h3>
 <div class="callout-content">
 <p>Notice that in the Galactic frame, the coordinates are the variables
 we usually use for Galactic longitude and latitude called <code>l</code>
@@ -1944,8 +1915,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-10-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (10 minutes)<a class="anchor" aria-label="anchor" href="#exercise-10-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (10 minutes)</h3>
 <div class="callout-content">
 <p>Find the location of GD-1 in ICRS coordinates.</p>
 <ol style="list-style-type: decimal">
@@ -1980,7 +1950,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <p>Notice that the origin of the GD-1 frame maps to <code>ra=200</code>,
 exactly, in ICRS. That is by design.</p>
 </section><section><h2 class="section-heading" id="selecting-a-rectangle">Selecting a rectangle<a class="anchor" aria-label="anchor" href="#selecting-a-rectangle"></a>
-<a class="anchor" aria-label="anchor" href="#selecting-a-rectangle"></a>
 </h2>
 <hr class="half-width">
 <p>Now that we know how to define coordinate transformations, we are
@@ -2066,7 +2035,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 rectangle in another. In this example, the result is a (non-rectangular)
 polygon. This is why we defined our rectangle in the GD-1 frame.</p>
 </section><section><h2 class="section-heading" id="defining-a-polygon">Defining a polygon<a class="anchor" aria-label="anchor" href="#defining-a-polygon"></a>
-<a class="anchor" aria-label="anchor" href="#defining-a-polygon"></a>
 </h2>
 <hr class="half-width">
 <p>In order to use this polygon as part of an ADQL query, we have to
@@ -2150,7 +2118,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code><span><span class="st">'146.275, 19.2619, 135.422, 25.8774, 141.603, 34.3048, 152.817, 27.1361, 146.275, 19.2619'</span></span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="assembling-the-query">Assembling the query<a class="anchor" aria-label="anchor" href="#assembling-the-query"></a>
-<a class="anchor" aria-label="anchor" href="#assembling-the-query"></a>
 </h2>
 <hr class="half-width">
 <p>Now we are ready to assemble our query to get all of the stars in the
@@ -2333,7 +2300,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <p>There are more than 100,000 stars in this polygon, but that’s a
 manageable size to work with.</p>
 </section><section><h2 class="section-heading" id="saving-results">Saving results<a class="anchor" aria-label="anchor" href="#saving-results"></a>
-<a class="anchor" aria-label="anchor" href="#saving-results"></a>
 </h2>
 <hr class="half-width">
 <p>This is the set of stars we will work with in the next step. Since we
@@ -2369,7 +2335,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code><span><span class="fl">6.4324951171875</span></span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a>
-<a class="anchor" aria-label="anchor" href="#summary"></a>
 </h2>
 <hr class="half-width">
 <p>In this notebook, we composed more complex queries to select stars
@@ -2383,8 +2348,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>For measurements with units, use <code>Quantity</code> objects that
@@ -2451,8 +2415,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="check-square"></i>
 </div>
 <div id="outline" class="callout-inner">
-<h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#outline"></a>
-</h3>
+<h3 class="callout-title">Outline</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal">
 <li><p>We will read back the results from the previous lesson, which we
@@ -2470,8 +2433,7 @@ <h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#ou
 <i class="callout-icon" data-feather="check"></i>
 </div>
 <div id="starting-from-this-episode" class="callout-inner">
-<h3 class="callout-title">Starting from this episode<a class="anchor" aria-label="anchor" href="#starting-from-this-episode"></a>
-</h3>
+<h3 class="callout-title">Starting from this episode</h3>
 <div class="callout-content">
 <p>If you are starting a new notebook for this episode, expand this
 section for information you will need to get started.</p>
@@ -2520,7 +2482,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 <section><h2 class="section-heading" id="selecting-rows-and-columns">Selecting rows and columns<a class="anchor" aria-label="anchor" href="#selecting-rows-and-columns"></a>
-<a class="anchor" aria-label="anchor" href="#selecting-rows-and-columns"></a>
 </h2>
 <hr class="half-width">
 <p>In the previous episode, we selected spatial and proper motion
@@ -2652,7 +2613,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <p>You get the same result either way.</p>
 </section><section><h2 class="section-heading" id="scatter-plot">Scatter plot<a class="anchor" aria-label="anchor" href="#scatter-plot"></a>
-<a class="anchor" aria-label="anchor" href="#scatter-plot"></a>
 </h2>
 <hr class="half-width">
 <p>To see what the results look like, we will use a scatter plot. The
@@ -2673,8 +2633,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="keeping-plots-in-the-notebook" class="callout-inner">
-<h3 class="callout-title">Keeping plots in the notebook<a class="anchor" aria-label="anchor" href="#keeping-plots-in-the-notebook"></a>
-</h3>
+<h3 class="callout-title">Keeping plots in the notebook</h3>
 <div class="callout-content">
 <p>In recent versions of Jupyter, plots appear “inline”; that is, they
 are part of the notebook. In some older versions, plots appear in a new
@@ -2738,8 +2697,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>In the call to <code>plt.plot</code>, use the keyword argument
 <code>markersize</code> to make the markers smaller.</p>
@@ -2778,7 +2736,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </section><section><h2 class="section-heading" id="transform-back">Transform back<a class="anchor" aria-label="anchor" href="#transform-back"></a>
-<a class="anchor" aria-label="anchor" href="#transform-back"></a>
 </h2>
 <hr class="half-width">
 <p>Remember that we selected data from a rectangle of coordinates in the
@@ -2849,7 +2806,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <p>The result is another <code>SkyCoord</code> object, now in the GD-1
 frame.</p>
 </section><section><h2 class="section-heading" id="reflex-correction">Reflex Correction<a class="anchor" aria-label="anchor" href="#reflex-correction"></a>
-<a class="anchor" aria-label="anchor" href="#reflex-correction"></a>
 </h2>
 <hr class="half-width">
 <p>The next step is to correct the proper motion measurements for the
@@ -2912,7 +2868,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 the ICRS frame, it is a non-rectangular region. Now, transformed back to
 the GD-1 frame, it is a rectangle again.</p>
 </section><section><h2 class="section-heading" id="pandas-dataframe">Pandas DataFrame<a class="anchor" aria-label="anchor" href="#pandas-dataframe"></a>
-<a class="anchor" aria-label="anchor" href="#pandas-dataframe"></a>
 </h2>
 <hr class="half-width">
 <p>At this point we have two objects containing different sets of the
@@ -3001,8 +2956,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Callout<a class="anchor" aria-label="anchor" href="#callout2"></a>
-</h3>
+<h3 class="callout-title">Callout</h3>
 <div class="callout-content">
 <p>Detail If you notice that <code>SkyCoord</code> has an attribute
 called <code>proper_motion</code>, you might wonder why we are not using
@@ -3019,8 +2973,7 @@ <h3 class="callout-title">Callout<a class="anchor" aria-label="anchor" href="#ca
 </div>
 <div id="pandas-dataframes-versus-astropy-tables" class="callout-inner">
 <h3 class="callout-title">Pandas <code>DataFrame</code>s versus Astropy
-<code>Table</code>s<a class="anchor" aria-label="anchor" href="#pandas-dataframes-versus-astropy-tables"></a>
-</h3>
+<code>Table</code>s</h3>
 <div class="callout-content">
 <p>Two common choices are the Pandas <code>DataFrame</code> and Astropy
 <code>Table</code>. Pandas <code>DataFrame</code>s and Astropy
@@ -3092,8 +3045,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="attributes-vs-functions" class="callout-inner">
-<h3 class="callout-title">Attributes vs functions<a class="anchor" aria-label="anchor" href="#attributes-vs-functions"></a>
-</h3>
+<h3 class="callout-title">Attributes vs functions</h3>
 <div class="callout-content">
 <p><code>shape</code> is an attribute, so we display its value without
 calling it as a function.</p>
@@ -3157,7 +3109,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb44-1"><a href="#cb44-1" tabindex="-1"></a>results_df <span class="op">=</span> make_dataframe(polygon_results)</span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="saving-the-dataframe">Saving the DataFrame<a class="anchor" aria-label="anchor" href="#saving-the-dataframe"></a>
-<a class="anchor" aria-label="anchor" href="#saving-the-dataframe"></a>
 </h2>
 <hr class="half-width">
 <p>At this point we have run a successful query and combined the results
@@ -3216,7 +3167,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 overwrite the file if it already exists rather than append another
 dataset to it.</p>
 </section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a>
-<a class="anchor" aria-label="anchor" href="#summary"></a>
 </h2>
 <hr class="half-width">
 <p>In this episode, we re-loaded the Gaia data we saved from a previous
@@ -3236,8 +3186,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>When you make a scatter plot, adjust the size of the markers and
@@ -3304,8 +3253,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="check-square"></i>
 </div>
 <div id="outline" class="callout-inner">
-<h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#outline"></a>
-</h3>
+<h3 class="callout-title">Outline</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal">
 <li><p>We will put those results into a Pandas <code>DataFrame</code>,
@@ -3324,8 +3272,7 @@ <h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#ou
 <i class="callout-icon" data-feather="check"></i>
 </div>
 <div id="starting-from-this-episode" class="callout-inner">
-<h3 class="callout-title">Starting from this episode<a class="anchor" aria-label="anchor" href="#starting-from-this-episode"></a>
-</h3>
+<h3 class="callout-title">Starting from this episode</h3>
 <div class="callout-content">
 <p>If you are starting a new notebook for this episode, expand this
 section for information you will need to get started.</p>
@@ -3373,7 +3320,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 <section><h2 class="section-heading" id="exploring-data">Exploring data<a class="anchor" aria-label="anchor" href="#exploring-data"></a>
-<a class="anchor" aria-label="anchor" href="#exploring-data"></a>
 </h2>
 <hr class="half-width">
 <p>One benefit of using Pandas is that it provides functions for
@@ -3406,8 +3352,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-10-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (10 minutes)<a class="anchor" aria-label="anchor" href="#exercise-10-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (10 minutes)</h3>
 <div class="callout-content">
 <p>Review the summary statistics in this table.</p>
 <ul>
@@ -3439,7 +3384,6 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </div>
 </div>
 </section><section><h2 class="section-heading" id="plot-proper-motion">Plot proper motion<a class="anchor" aria-label="anchor" href="#plot-proper-motion"></a>
-<a class="anchor" aria-label="anchor" href="#plot-proper-motion"></a>
 </h2>
 <hr class="half-width">
 <p>Now we are ready to replicate one of the panels in Figure 1 of the
@@ -3503,7 +3447,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 higher proportion of stars in GD-1. We will do that by selecting stars
 close to the centerline.</p>
 </section><section><h2 class="section-heading" id="selecting-the-centerline">Selecting the centerline<a class="anchor" aria-label="anchor" href="#selecting-the-centerline"></a>
-<a class="anchor" aria-label="anchor" href="#selecting-the-centerline"></a>
 </h2>
 <hr class="half-width">
 <p>As we can see in the following figure, many stars in GD-1 are less
@@ -3573,8 +3516,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="logical-operators" class="callout-inner">
-<h3 class="callout-title">Logical operators<a class="anchor" aria-label="anchor" href="#logical-operators"></a>
-</h3>
+<h3 class="callout-title">Logical operators</h3>
 <div class="callout-content">
 <p>Python’s logical operators (<code>and</code>, <code>or</code>, and
 <code>not</code>) do not work with NumPy or Pandas. Both libraries use
@@ -3643,7 +3585,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <p>There are about 25,000 stars in this region, about 18% of the
 total.</p>
 </section><section><h2 class="section-heading" id="plotting-proper-motion">Plotting proper motion<a class="anchor" aria-label="anchor" href="#plotting-proper-motion"></a>
-<a class="anchor" aria-label="anchor" href="#plotting-proper-motion"></a>
 </h2>
 <hr class="half-width">
 <p>This is the second time we are plotting proper motion, and we can
@@ -3689,7 +3630,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 region. But first we will use the proper motion data to identify stars
 likely to be in GD-1.</p>
 </section><section><h2 class="section-heading" id="filtering-based-on-proper-motion">Filtering based on proper motion<a class="anchor" aria-label="anchor" href="#filtering-based-on-proper-motion"></a>
-<a class="anchor" aria-label="anchor" href="#filtering-based-on-proper-motion"></a>
 </h2>
 <hr class="half-width">
 <p>The next step is to select stars in the “overdense” region of proper
@@ -3857,7 +3797,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb42-1"><a href="#cb42-1" tabindex="-1"></a>plot_pm_selection(selected_df)</span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="saving-the-dataframe">Saving the DataFrame<a class="anchor" aria-label="anchor" href="#saving-the-dataframe"></a>
-<a class="anchor" aria-label="anchor" href="#saving-the-dataframe"></a>
 </h2>
 <hr class="half-width">
 <p>At this point we have run a successful query and cleaned up the
@@ -3890,8 +3829,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>We are going to need <code>centerline_df</code> later as well. Write
 a line of code to add it as a second Dataset in the HDF5 file.</p>
@@ -3951,8 +3889,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="context-managers" class="callout-inner">
-<h3 class="callout-title">Context Managers<a class="anchor" aria-label="anchor" href="#context-managers"></a>
-</h3>
+<h3 class="callout-title">Context Managers</h3>
 <div class="callout-content">
 <p>We use a <code>with</code> statement here to open the file before the
 print statement and (automatically) close it after. Read more about <a href="https://book.pythontips.com/en/latest/context_managers.html" class="external-link">context
@@ -3963,7 +3900,6 @@ <h3 class="callout-title">Context Managers<a class="anchor" aria-label="anchor"
 <p>The keys are the names of the Datasets which makes it easy for us to
 remember which <code>DataFrame</code> is in which Dataset.</p>
 </section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a>
-<a class="anchor" aria-label="anchor" href="#summary"></a>
 </h2>
 <hr class="half-width">
 <p>In this episode, we re-loaded the transformed Gaia data we saved from
@@ -3988,8 +3924,7 @@ <h3 class="callout-title">Context Managers<a class="anchor" aria-label="anchor"
 <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>A workflow is often prototyped on a small set of data which can be
@@ -4049,8 +3984,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="check-square"></i>
 </div>
 <div id="outline" class="callout-inner">
-<h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#outline"></a>
-</h3>
+<h3 class="callout-title">Outline</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal">
 <li><p>Using data from the previous episode, we will identify the values
@@ -4068,8 +4002,7 @@ <h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#ou
 <i class="callout-icon" data-feather="check"></i>
 </div>
 <div id="starting-from-this-episode" class="callout-inner">
-<h3 class="callout-title">Starting from this episode<a class="anchor" aria-label="anchor" href="#starting-from-this-episode"></a>
-</h3>
+<h3 class="callout-title">Starting from this episode</h3>
 <div class="callout-content">
 <p>If you are starting a new notebook for this episode, expand this
 section for information you will need to get started.</p>
@@ -4078,7 +4011,7 @@ <h3 class="callout-title">Starting from this episode<a class="anchor" aria-label
 <button class="accordion-button spoiler-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSpoiler1" aria-expanded="false" aria-controls="collapseSpoiler1">
   <h3 class="accordion-header" id="headingSpoiler1">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div> Read me </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
 <div class="accordion-body">
 <p>Previously, we ran a query on the Gaia server, downloaded data for
 roughly 140,000 stars, and saved the data in a FITS file. We then
@@ -4134,7 +4067,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 <section><h2 class="section-heading" id="selection-by-proper-motion">Selection by proper motion<a class="anchor" aria-label="anchor" href="#selection-by-proper-motion"></a>
-<a class="anchor" aria-label="anchor" href="#selection-by-proper-motion"></a>
 </h2>
 <hr class="half-width">
 <p>Let us review how we got to this point.</p>
@@ -4223,8 +4155,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>Looking at the proper motion of the stars we identified along the
 centerline of GD-1, in the ICRS reference frame define a rectangle
@@ -4240,7 +4171,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" 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="cb8">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -4255,7 +4186,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </section><section><h2 class="section-heading" id="assembling-the-query">Assembling the query<a class="anchor" aria-label="anchor" href="#assembling-the-query"></a>
-<a class="anchor" aria-label="anchor" href="#assembling-the-query"></a>
 </h2>
 <hr class="half-width">
 <p>In episode 2 we used the following query to select stars in a
@@ -4358,7 +4288,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
                    POLYGON(135.306, 8.39862, 126.51, 13.4449, 163.017, 54.2424, 172.933, 46.4726, 135.306, 8.39862))</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="selecting-proper-motion">Selecting proper motion<a class="anchor" aria-label="anchor" href="#selecting-proper-motion"></a>
-<a class="anchor" aria-label="anchor" href="#selecting-proper-motion"></a>
 </h2>
 <hr class="half-width">
 <p>Now we are ready to add a <code>WHERE</code> clause to select stars
@@ -4368,8 +4297,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-10-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (10 minutes)<a class="anchor" aria-label="anchor" href="#exercise-10-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (10 minutes)</h3>
 <div class="callout-content">
 <p>Define <code>candidate_coord_pm_query_base</code>, starting with
 <code>candidate_coord_query_base</code> and adding two new
@@ -4387,7 +4315,7 @@ <h3 class="callout-title">Exercise (10 minutes)<a class="anchor" aria-label="anc
 <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="cb18">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -4412,8 +4340,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes-1" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes-1"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>Use <code>format</code> to format
 <code>candidate_coord_pm_query_base</code> and define
@@ -4429,7 +4356,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <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="cb19">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -4486,8 +4413,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="between-vs-polygon" class="callout-inner">
-<h3 class="callout-title">BETWEEN vs POLYGON<a class="anchor" aria-label="anchor" href="#between-vs-polygon"></a>
-</h3>
+<h3 class="callout-title">BETWEEN vs POLYGON</h3>
 <div class="callout-content">
 <p>You may be wondering why we used <code>BETWEEN</code> for proper
 motion when we previously used <code>POLYGON</code> for coordinates.
@@ -4567,8 +4493,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="performance-warning" class="callout-inner">
-<h3 class="callout-title">Performance Warning<a class="anchor" aria-label="anchor" href="#performance-warning"></a>
-</h3>
+<h3 class="callout-title">Performance Warning</h3>
 <div class="callout-content">
 <p>You may see the previous command issue this or a similar performance
 warning:</p>
@@ -4590,7 +4515,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </section><section><h2 class="section-heading" id="plotting-one-more-time">Plotting one more time<a class="anchor" aria-label="anchor" href="#plotting-one-more-time"></a>
-<a class="anchor" aria-label="anchor" href="#plotting-one-more-time"></a>
 </h2>
 <hr class="half-width">
 <p>Now we can examine the results:</p>
@@ -4647,7 +4571,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 figure and customize the style of the figure to present the results
 clearly and compellingly.</p>
 </section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a>
-<a class="anchor" aria-label="anchor" href="#summary"></a>
 </h2>
 <hr class="half-width">
 <p>In the previous episode we downloaded data for a large number of
@@ -4670,8 +4593,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>When possible, ‘move the computation to the data’; that is, do as
@@ -4733,8 +4655,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="check-square"></i>
 </div>
 <div id="outline" class="callout-inner">
-<h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#outline"></a>
-</h3>
+<h3 class="callout-title">Outline</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal">
 <li><p>We will reload the candidate stars we identified in the previous
@@ -4753,8 +4674,7 @@ <h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#ou
 <i class="callout-icon" data-feather="check"></i>
 </div>
 <div id="starting-from-this-episode" class="callout-inner">
-<h3 class="callout-title">Starting from this episode<a class="anchor" aria-label="anchor" href="#starting-from-this-episode"></a>
-</h3>
+<h3 class="callout-title">Starting from this episode</h3>
 <div class="callout-content">
 <p>If you are starting a new notebook for this episode, expand this
 section for information you will need to get started.</p>
@@ -4763,7 +4683,7 @@ <h3 class="callout-title">Starting from this episode<a class="anchor" aria-label
 <button class="accordion-button spoiler-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSpoiler1" aria-expanded="false" aria-controls="collapseSpoiler1">
   <h3 class="accordion-header" id="headingSpoiler1">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div> Read me </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
 <div class="accordion-body">
 <p>In the previous episode, we define a rectangle around stars in GD-1
 in spatial coordinates and in proper motion which we transformed into
@@ -4806,7 +4726,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 <section><h2 class="section-heading" id="getting-photometry-data">Getting photometry data<a class="anchor" aria-label="anchor" href="#getting-photometry-data"></a>
-<a class="anchor" aria-label="anchor" href="#getting-photometry-data"></a>
 </h2>
 <hr class="half-width">
 <p>The Gaia dataset contains some photometry data, including the
@@ -4831,8 +4750,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="a-caveat-about-matching-stars-between-catalogs" class="callout-inner">
-<h3 class="callout-title">A caveat about matching stars between catalogs<a class="anchor" aria-label="anchor" href="#a-caveat-about-matching-stars-between-catalogs"></a>
-</h3>
+<h3 class="callout-title">A caveat about matching stars between catalogs</h3>
 <div class="callout-content">
 <p>In general, choosing a star from the Gaia catalog and finding the
 corresponding star in the Pan-STARRS catalog is not easy. This kind of
@@ -4854,7 +4772,6 @@ <h3 class="callout-title">A caveat about matching stars between catalogs<a class
 </div>
 </div>
 </section><section><h2 class="section-heading" id="the-best-neighbor-table">The best neighbor table<a class="anchor" aria-label="anchor" href="#the-best-neighbor-table"></a>
-<a class="anchor" aria-label="anchor" href="#the-best-neighbor-table"></a>
 </h2>
 <hr class="half-width">
 <p>So the hard part of cross-matching has been done for us. Using the
@@ -4892,8 +4809,7 @@ <h3 class="callout-title">A caveat about matching stars between catalogs<a class
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="british-vs-american-spelling-of-neighbour" class="callout-inner">
-<h3 class="callout-title">British vs American Spelling of Neighbour<a class="anchor" aria-label="anchor" href="#british-vs-american-spelling-of-neighbour"></a>
-</h3>
+<h3 class="callout-title">British vs American Spelling of Neighbour</h3>
 <div class="callout-content">
 <p>The Gaia database was created and is maintained by the European Space
 Astronomy Center. For this reason, the table spellings use the British
@@ -4972,8 +4888,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="number-of-neighbors" class="callout-inner">
-<h3 class="callout-title">Number of neighbors<a class="anchor" aria-label="anchor" href="#number-of-neighbors"></a>
-</h3>
+<h3 class="callout-title">Number of neighbors</h3>
 <div class="callout-content">
 <p>The table also contains <code>number_of_neighbours</code> which is
 the number of stars in Pan-STARRS that match in terms of position,
@@ -5023,7 +4938,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 6757061941303252736                           1               0      69742856540241198</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="the-pan-starrs-table">The Pan-STARRS table<a class="anchor" aria-label="anchor" href="#the-pan-starrs-table"></a>
-<a class="anchor" aria-label="anchor" href="#the-pan-starrs-table"></a>
 </h2>
 <hr class="half-width">
 <p>Now that we know the Pan-STARRS <code>obj_id</code>, we are ready to
@@ -5139,7 +5053,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 67553513677687787             -- 21.2831001281738</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="joining-tables">Joining tables<a class="anchor" aria-label="anchor" href="#joining-tables"></a>
-<a class="anchor" aria-label="anchor" href="#joining-tables"></a>
 </h2>
 <hr class="half-width">
 <p>The following figure shows how these tables are related.</p>
@@ -5282,7 +5195,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 [Output truncated]</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="adding-the-best-neighbor-table">Adding the best neighbor table<a class="anchor" aria-label="anchor" href="#adding-the-best-neighbor-table"></a>
-<a class="anchor" aria-label="anchor" href="#adding-the-best-neighbor-table"></a>
 </h2>
 <hr class="half-width">
 <p>Now we are ready for the first join. The join operation requires two
@@ -5320,8 +5232,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="sql-detail" class="callout-inner">
-<h3 class="callout-title">SQL detail<a class="anchor" aria-label="anchor" href="#sql-detail"></a>
-</h3>
+<h3 class="callout-title">SQL detail</h3>
 <div class="callout-content">
 <p>In this example, the <code>ON</code> column has the same name in both
 tables, so we could replace the <code>ON</code> clause with a simpler <a href="https://docs.oracle.com/javadb/10.8.3.0/ref/rrefsqljusing.html" class="external-link"><code>USING</code>clause</a>:</p>
@@ -5421,7 +5332,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 two tables. <a href="https://www.geeksforgeeks.org/sql-join-set-1-inner-left-right-and-full-joins/" class="external-link">You
 can read about the other kinds of join here</a>.</p>
 </section><section><h2 class="section-heading" id="adding-the-pan-starrs-table">Adding the Pan-STARRS table<a class="anchor" aria-label="anchor" href="#adding-the-pan-starrs-table"></a>
-<a class="anchor" aria-label="anchor" href="#adding-the-pan-starrs-table"></a>
 </h2>
 <hr class="half-width">
 <div id="exercise-15-minutes" class="callout challenge">
@@ -5429,8 +5339,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-15-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (15 minutes)<a class="anchor" aria-label="anchor" href="#exercise-15-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (15 minutes)</h3>
 <div class="callout-content">
 <p>Now we are ready to bring in the Pan-STARRS table. Starting with the
 previous query, add a second <code>JOIN</code> clause that joins with
@@ -5449,7 +5358,7 @@ <h3 class="callout-title">Exercise (15 minutes)<a class="anchor" aria-label="anc
 <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="cb45">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -5506,7 +5415,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </section><section><h2 class="section-heading" id="selecting-by-coordinates-and-proper-motion">Selecting by coordinates and proper motion<a class="anchor" aria-label="anchor" href="#selecting-by-coordinates-and-proper-motion"></a>
-<a class="anchor" aria-label="anchor" href="#selecting-by-coordinates-and-proper-motion"></a>
 </h2>
 <hr class="half-width">
 <p>We are now going to replace the cone search with the GD-1 selection
@@ -5598,8 +5506,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-15-minutes-1" class="callout-inner">
-<h3 class="callout-title">Exercise (15 minutes)<a class="anchor" aria-label="anchor" href="#exercise-15-minutes-1"></a>
-</h3>
+<h3 class="callout-title">Exercise (15 minutes)</h3>
 <div class="callout-content">
 <p>Create a new query base called <code>candidate_join_query_base</code>
 that combines the <code>WHERE</code> clauses from the previous query
@@ -5618,7 +5525,7 @@ <h3 class="callout-title">Exercise (15 minutes)<a class="anchor" aria-label="anc
 <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="cb54">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -5659,7 +5566,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </section><section><h2 class="section-heading" id="checking-the-match">Checking the match<a class="anchor" aria-label="anchor" href="#checking-the-match"></a>
-<a class="anchor" aria-label="anchor" href="#checking-the-match"></a>
 </h2>
 <hr class="half-width">
 <p>To get more information about the matching process, we can inspect
@@ -5718,8 +5624,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="numpy-mask-warning" class="callout-inner">
-<h3 class="callout-title">Numpy Mask Warning<a class="anchor" aria-label="anchor" href="#numpy-mask-warning"></a>
-</h3>
+<h3 class="callout-title">Numpy Mask Warning</h3>
 <div class="callout-content">
 <p>You may see a warning that ends with the following phrase:</p>
 <p><code>site-packages/numpy/lib/function_base.py:4650:</code></p>
@@ -5760,7 +5665,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 each match we found in Pan-STARRS, there are no other stars in Gaia that
 also match.</p>
 </section><section><h2 class="section-heading" id="saving-the-dataframe">Saving the DataFrame<a class="anchor" aria-label="anchor" href="#saving-the-dataframe"></a>
-<a class="anchor" aria-label="anchor" href="#saving-the-dataframe"></a>
 </h2>
 <hr class="half-width">
 <p>We can make a <code>DataFrame</code> from our Astropy
@@ -5797,7 +5701,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code><span><span class="fl">15.422508239746094</span></span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="another-file-format---csv">Another file format - CSV<a class="anchor" aria-label="anchor" href="#another-file-format---csv"></a>
-<a class="anchor" aria-label="anchor" href="#another-file-format---csv"></a>
 </h2>
 <hr class="half-width">
 <p>Pandas can write a variety of other formats, <a href="https://pandas.pydata.org/pandas-docs/stable/user_guide/io.html" class="external-link">which
@@ -5892,7 +5795,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 that problem, but this is an example of the kind of thing that can go
 wrong with CSV files.</p>
 </section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a>
-<a class="anchor" aria-label="anchor" href="#summary"></a>
 </h2>
 <hr class="half-width">
 <p>In this episode, we used database <code>JOIN</code> operations to
@@ -5906,8 +5808,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Use <code>JOIN</code> operations to combine data from multiple
@@ -5980,8 +5881,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="check-square"></i>
 </div>
 <div id="outline" class="callout-inner">
-<h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#outline"></a>
-</h3>
+<h3 class="callout-title">Outline</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal">
 <li><p>We will reload the data from the previous episode and make a
@@ -5998,8 +5898,7 @@ <h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#ou
 <i class="callout-icon" data-feather="check"></i>
 </div>
 <div id="starting-from-this-episode" class="callout-inner">
-<h3 class="callout-title">Starting from this episode<a class="anchor" aria-label="anchor" href="#starting-from-this-episode"></a>
-</h3>
+<h3 class="callout-title">Starting from this episode</h3>
 <div class="callout-content">
 <p>If you are starting a new notebook for this episode, expand this
 section for information you will need to get started.</p>
@@ -6008,7 +5907,7 @@ <h3 class="callout-title">Starting from this episode<a class="anchor" aria-label
 <button class="accordion-button spoiler-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSpoiler1" aria-expanded="false" aria-controls="collapseSpoiler1">
   <h3 class="accordion-header" id="headingSpoiler1">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div> Read me </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
 <div class="accordion-body">
 <p>In the previous episode, we selected stars in GD-1 based on proper
 motion and downloaded the spatial, proper motion, and photometry
@@ -6048,7 +5947,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 <section><h2 class="section-heading" id="plotting-photometry-data">Plotting photometry data<a class="anchor" aria-label="anchor" href="#plotting-photometry-data"></a>
-<a class="anchor" aria-label="anchor" href="#plotting-photometry-data"></a>
 </h2>
 <hr class="half-width">
 <p>Now that we have photometry data from Pan-STARRS, we can produce a <a href="https://coolwiki.ipac.caltech.edu/index.php/Color-Magnitude_and_Color-Color_plots_Overview" class="external-link">color-magnitude
@@ -6062,8 +5960,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="a-slight-detour-for-non-domain-experts" class="callout-inner">
-<h3 class="callout-title">A slight detour for non-domain experts<a class="anchor" aria-label="anchor" href="#a-slight-detour-for-non-domain-experts"></a>
-</h3>
+<h3 class="callout-title">A slight detour for non-domain experts</h3>
 <div class="callout-content">
 <p>If you are wondering (as a non-domain expert) how to interpret this
 color-magnitude diagram, please expand the section below.</p>
@@ -6072,7 +5969,7 @@ <h3 class="callout-title">A slight detour for non-domain experts<a class="anchor
 <button class="accordion-button spoiler-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSpoiler2" aria-expanded="false" aria-controls="collapseSpoiler2">
   <h3 class="accordion-header" id="headingSpoiler2">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div> The color magnitude diagram of GD-1 and foreground stars </h3>
 </button>
-<div id="collapseSpoiler2" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler2" aria-labelledby="headingSpoiler2">
+<div id="collapseSpoiler2" class="accordion-collapse collapse" aria-labelledby="headingSpoiler2" data-bs-parent="#accordionSpoiler2">
 <div class="accordion-body">
 <p>As a pathologist can easily point to tumor on a biopsy slide, so too
 can astronomers who study stellar populations see two stellar main
@@ -6196,7 +6093,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <figure><img src="../fig/07-photo_files/07-photo_12_0.png" alt="Color magnitude diagram of our selected stars showing overdense region in lower left." class="figure mx-auto d-block"></figure><p>In the next section we will use an isochrone to specify a polygon
 that contains this overdense region.</p>
 </section><section><h2 class="section-heading" id="isochrone">Isochrone<a class="anchor" aria-label="anchor" href="#isochrone"></a>
-<a class="anchor" aria-label="anchor" href="#isochrone"></a>
 </h2>
 <hr class="half-width">
 <p>Given our understanding of the age, metallicity, and distance to GD-1
@@ -6207,8 +6103,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="calculating-isochrone" class="callout-inner">
-<h3 class="callout-title">Calculating Isochrone<a class="anchor" aria-label="anchor" href="#calculating-isochrone"></a>
-</h3>
+<h3 class="callout-title">Calculating Isochrone</h3>
 <div class="callout-content">
 <p>In fact, we can use <a href="https://waps.cfa.harvard.edu/MIST/" class="external-link">MESA
 Isochrones &amp; Stellar Tracks</a> (MIST) to compute it for us. Using
@@ -6226,7 +6121,6 @@ <h3 class="callout-title">Calculating Isochrone<a class="anchor" aria-label="anc
 </div>
 </div>
 </section><section><h2 class="section-heading" id="making-a-polygon">Making a polygon<a class="anchor" aria-label="anchor" href="#making-a-polygon"></a>
-<a class="anchor" aria-label="anchor" href="#making-a-polygon"></a>
 </h2>
 <hr class="half-width">
 <p>The MIST isochrone files available on the website above can not be
@@ -6332,7 +6226,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>&lt;Figure size 432x288 with 1 Axes&gt;</code></pre>
 </div>
 <figure><img src="../fig/07-photo_files/07-photo_62_0.png" alt="Color magnitude diagram of our selected stars showing left boundary as blue curve and right boundary as orange curve." class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="which-points-are-in-the-polygon">Which points are in the polygon?<a class="anchor" aria-label="anchor" href="#which-points-are-in-the-polygon"></a>
-<a class="anchor" aria-label="anchor" href="#which-points-are-in-the-polygon"></a>
 </h2>
 <hr class="half-width">
 <p>Matplotlib provides a <code>Polygon</code> object that we can use to
@@ -6450,8 +6343,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>When we encounter a new object, it is good to create a toy example to
 test that it does what we think it does. Define a list of two points
@@ -6468,7 +6360,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" 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="cb30">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -6495,7 +6387,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <p>We are almost ready to select stars whose photometry data falls in
 this polygon. But first we need to do some data cleaning.</p>
 </section><section><h2 class="section-heading" id="save-the-polygon">Save the polygon<a class="anchor" aria-label="anchor" href="#save-the-polygon"></a>
-<a class="anchor" aria-label="anchor" href="#save-the-polygon"></a>
 </h2>
 <hr class="half-width">
 <p><a href="https://en.wikipedia.org/wiki/Reproducibility#Reproducible_research" class="external-link">Reproducibile
@@ -6517,7 +6408,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb33-2"><a href="#cb33-2" tabindex="-1"></a>loop_df.to_hdf(filename, <span class="st">'loop_df'</span>)</span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="selecting-based-on-photometry">Selecting based on photometry<a class="anchor" aria-label="anchor" href="#selecting-based-on-photometry"></a>
-<a class="anchor" aria-label="anchor" href="#selecting-based-on-photometry"></a>
 </h2>
 <hr class="half-width">
 <p>Now we will check how many of the candidate stars are inside the
@@ -6566,8 +6456,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes-1" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes-1"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>Boolean values are stored as 0s and 1s. <code>FALSE</code> = 0 and
 <code>TRUE</code> = 1. Use this information to determine the number of
@@ -6580,7 +6469,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <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="cb38">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -6693,7 +6582,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>&lt;Figure size 1000x250 with 1 Axes&gt;</code></pre>
 </div>
 <figure><img src="../fig/08-plot_files/08-plot_13_0.png" alt="phi 1 and phi 2 of selected stars in the GD-1 frame after selecting for both proper motion and photometry." class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="write-the-data">Write the data<a class="anchor" aria-label="anchor" href="#write-the-data"></a>
-<a class="anchor" aria-label="anchor" href="#write-the-data"></a>
 </h2>
 <hr class="half-width">
 <p>Finally, we will write the selected stars to a file.</p>
@@ -6715,7 +6603,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code><span><span class="fl">15.486198425292969</span></span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a>
-<a class="anchor" aria-label="anchor" href="#summary"></a>
 </h2>
 <hr class="half-width">
 <p>In this episode, we used photometry data from Pan-STARRS to draw a
@@ -6728,8 +6615,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Matplotlib provides operations for working with points, polygons,
@@ -6791,8 +6677,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="check-square"></i>
 </div>
 <div id="outline" class="callout-inner">
-<h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#outline"></a>
-</h3>
+<h3 class="callout-title">Outline</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal">
 <li><p>Starting with the figure from the previous episode, we will add
@@ -6810,8 +6695,7 @@ <h3 class="callout-title">Outline<a class="anchor" aria-label="anchor" href="#ou
 <i class="callout-icon" data-feather="check"></i>
 </div>
 <div id="starting-from-this-episode" class="callout-inner">
-<h3 class="callout-title">Starting from this episode<a class="anchor" aria-label="anchor" href="#starting-from-this-episode"></a>
-</h3>
+<h3 class="callout-title">Starting from this episode</h3>
 <div class="callout-content">
 <p>If you are starting a new notebook for this episode, expand this
 section for information you will need to get started.</p>
@@ -6820,7 +6704,7 @@ <h3 class="callout-title">Starting from this episode<a class="anchor" aria-label
 <button class="accordion-button spoiler-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSpoiler1" aria-expanded="false" aria-controls="collapseSpoiler1">
   <h3 class="accordion-header" id="headingSpoiler1">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div> Read me </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
 <div class="accordion-body">
 <p>In the previous episode, we selected stars in GD-1 based on proper
 motion and downloaded the spatial, proper motion, and photometry
@@ -6875,7 +6759,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 <section><h2 class="section-heading" id="making-figures-that-tell-a-story">Making Figures That Tell a Story<a class="anchor" aria-label="anchor" href="#making-figures-that-tell-a-story"></a>
-<a class="anchor" aria-label="anchor" href="#making-figures-that-tell-a-story"></a>
 </h2>
 <hr class="half-width">
 <p>The figures we have made so far have been “quick and dirty”. Mostly
@@ -6898,8 +6781,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-10-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (10 minutes)<a class="anchor" aria-label="anchor" href="#exercise-10-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (10 minutes)</h3>
 <div class="callout-content">
 <p>Think about the following questions:</p>
 <ol style="list-style-type: decimal">
@@ -6920,7 +6802,7 @@ <h3 class="callout-title">Exercise (10 minutes)<a class="anchor" aria-label="anc
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>No figure is perfect, and everyone can be a critic. Here are some
 topics that could come up in this discussion:</p>
@@ -6964,7 +6846,6 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </div>
 </div>
 </section><section><h2 class="section-heading" id="plotting-gd-1-with-annotations">Plotting GD-1 with Annotations<a class="anchor" aria-label="anchor" href="#plotting-gd-1-with-annotations"></a>
-<a class="anchor" aria-label="anchor" href="#plotting-gd-1-with-annotations"></a>
 </h2>
 <hr class="half-width">
 <p>The lower left panel in the paper uses three other features to
@@ -6981,8 +6862,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-20-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (20 minutes)<a class="anchor" aria-label="anchor" href="#exercise-20-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (20 minutes)</h3>
 <div class="callout-content">
 <p>Plot the selected stars in <code>winner_df</code> using the
 <code>plot_cmd_selection</code> function and then choose any or all of
@@ -7003,7 +6883,7 @@ <h3 class="callout-title">Exercise (20 minutes)<a class="anchor" aria-label="anc
 <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="cb4">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -7031,7 +6911,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </section><section><h2 class="section-heading" id="customization">Customization<a class="anchor" aria-label="anchor" href="#customization"></a>
-<a class="anchor" aria-label="anchor" href="#customization"></a>
 </h2>
 <hr class="half-width">
 <p>Matplotlib provides a default style that determines things like the
@@ -7055,8 +6934,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="note-on-accessibility" class="callout-inner">
-<h3 class="callout-title">Note on Accessibility<a class="anchor" aria-label="anchor" href="#note-on-accessibility"></a>
-</h3>
+<h3 class="callout-title">Note on Accessibility</h3>
 <div class="callout-content">
 <p>Customization offers a high degree of personalization for creating
 scientific visualizations. It is important to also create accessible
@@ -7089,7 +6967,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <div id="subplot-and-axes" class="callout-inner">
 <h3 class="callout-title">
 <code>subplot</code> and
-<code>axes</code><a class="anchor" aria-label="anchor" href="#subplot-and-axes"></a>
+<code>axes</code>
 </h3>
 <div class="callout-content">
 <p>Confusingly, in Matplotlib the objects <code>subplot</code> and
@@ -7121,8 +6999,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>Read the documentation of <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.axes.Axes.tick_params.html" class="external-link"><code>tick_params</code></a>
 and use it to put ticks on the top and right sides of the axes.</p>
@@ -7134,7 +7011,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <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">
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 <div class="codewrapper sourceCode" id="cb7">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -7148,7 +7025,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </section><section><h2 class="section-heading" id="rcparams">rcParams<a class="anchor" aria-label="anchor" href="#rcparams"></a>
-<a class="anchor" aria-label="anchor" href="#rcparams"></a>
 </h2>
 <hr class="half-width">
 <p>If you want to make a customization that applies to all figures in a
@@ -7179,8 +7055,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes-1" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes-1"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>Plot the previous figure again, and see what font sizes have changed.
 Look up any other element of <code>rcParams</code>, change its value,
@@ -7193,7 +7068,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
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 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -7231,7 +7106,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <p>If the file doesn’t exist, you can download <a href="https://matplotlib.org/stable/tutorials/introductory/customizing.html#matplotlibrc-sample" class="external-link">a
 sample matplotlibrc file</a> to modify.</p>
 </section><section><h2 class="section-heading" id="style-sheets">Style sheets<a class="anchor" aria-label="anchor" href="#style-sheets"></a>
-<a class="anchor" aria-label="anchor" href="#style-sheets"></a>
 </h2>
 <hr class="half-width">
 <p>It is possible that you would like multiple sets of defaults, for
@@ -7286,8 +7160,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="return-to-default" class="callout-inner">
-<h3 class="callout-title">Return to Default<a class="anchor" aria-label="anchor" href="#return-to-default"></a>
-</h3>
+<h3 class="callout-title">Return to Default</h3>
 <div class="callout-content">
 <p>To switch back to the default style use</p>
 <div class="codewrapper sourceCode" id="cb16">
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 </div>
 <div id="exercise-5-minutes-2" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes-2"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>Choose one of the styles on the list and select it by calling
 <code>use</code>. Then go back and plot one of the previous figures to
@@ -7317,7 +7189,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb17">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -7364,7 +7236,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb19-1"><a href="#cb19-1" tabindex="-1"></a>mpl.get_configdir()</span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="multiple-panels">Multiple panels<a class="anchor" aria-label="anchor" href="#multiple-panels"></a>
-<a class="anchor" aria-label="anchor" href="#multiple-panels"></a>
 </h2>
 <hr class="half-width">
 <p>So far we have been working with one figure at a time, but the figure
@@ -7426,8 +7297,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes-3" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes-3"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>What happens if you leave out <code>tight_layout</code>?</p>
 </div>
@@ -7438,7 +7308,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution6" aria-expanded="false" aria-controls="collapseSolution6">
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 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
 <div class="accordion-body">
 <p>Without <code>tight_layout</code> the space between the panels is too
 small. In this situation, the titles from the lower plots overlap with
@@ -7449,7 +7319,6 @@ <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 </div>
 </div>
 </section><section><h2 class="section-heading" id="adjusting-proportions">Adjusting proportions<a class="anchor" aria-label="anchor" href="#adjusting-proportions"></a>
-<a class="anchor" aria-label="anchor" href="#adjusting-proportions"></a>
 </h2>
 <hr class="half-width">
 <p>In the previous figure, the panels are all the same size. To get a
@@ -7494,8 +7363,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes-4" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes-4"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>In this example, the ratio of the widths of the panels is 3:1. How
 would you adjust it if you wanted the ratio to be 3:2?</p>
@@ -7507,7 +7375,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution7" aria-expanded="false" aria-controls="collapseSolution7">
   <h4 class="accordion-header" id="headingSolution7"> Show me the solution </h4>
 </button>
-<div id="collapseSolution7" class="accordion-collapse collapse" data-bs-parent="#accordionSolution7" aria-labelledby="headingSolution7">
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@@ -7535,7 +7403,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
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 </section><section><h2 class="section-heading" id="adding-the-shaded-regions">Adding the shaded regions<a class="anchor" aria-label="anchor" href="#adding-the-shaded-regions"></a>
-<a class="anchor" aria-label="anchor" href="#adding-the-shaded-regions"></a>
 </h2>
 <hr class="half-width">
 <p>The one thing our figure is missing is the shaded regions showing the
@@ -7621,8 +7488,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes-5" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes-5"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>Add a few lines to be run after the <code>plot_cmd</code> function to
 show the polygon we selected as a shaded area.</p>
@@ -7637,7 +7503,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
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 </button>
-<div id="collapseSolution8" class="accordion-collapse collapse" data-bs-parent="#accordionSolution8" aria-labelledby="headingSolution8">
+<div id="collapseSolution8" class="accordion-collapse collapse" aria-labelledby="headingSolution8" data-bs-parent="#accordionSolution8">
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 <div class="codewrapper sourceCode" id="cb32">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -7657,8 +7523,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exercise-5-minutes-6" class="callout-inner">
-<h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anchor" href="#exercise-5-minutes-6"></a>
-</h3>
+<h3 class="callout-title">Exercise (5 minutes)</h3>
 <div class="callout-content">
 <p>Add the <code>Polygon</code> patches you just created to the right
 panels of the four panel figure.</p>
@@ -7670,7 +7535,7 @@ <h3 class="callout-title">Exercise (5 minutes)<a class="anchor" aria-label="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution9" aria-expanded="false" aria-controls="collapseSolution9">
   <h4 class="accordion-header" id="headingSolution9"> Show me the solution </h4>
 </button>
-<div id="collapseSolution9" class="accordion-collapse collapse" data-bs-parent="#accordionSolution9" aria-labelledby="headingSolution9">
+<div id="collapseSolution9" class="accordion-collapse collapse" aria-labelledby="headingSolution9" data-bs-parent="#accordionSolution9">
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 <div class="codewrapper sourceCode" id="cb33">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -7709,7 +7574,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </section><section><h2 class="section-heading" id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></a>
-<a class="anchor" aria-label="anchor" href="#summary"></a>
 </h2>
 <hr class="half-width">
 <p>In this episode, we reverse-engineered the figure we have been
@@ -7724,8 +7588,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Effective figures focus on telling a single story clearly and
@@ -7769,7 +7632,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer>
 </div> <!-- / div.container -->
@@ -7792,8 +7655,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://datacarpentry.github.io/astronomy-python/instructor/aio.html",
   "identifier": "https://datacarpentry.github.io/astronomy-python/instructor/aio.html",
   "dateCreated": "2020-05-11",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
+  "dateModified": "2024-08-27",
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/calculating_MIST_isochrone.html b/instructor/calculating_MIST_isochrone.html
index accfdc97..5dcc1d21 100644
--- a/instructor/calculating_MIST_isochrone.html
+++ b/instructor/calculating_MIST_isochrone.html
@@ -269,10 +269,10 @@ <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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@@ -292,7 +292,7 @@ <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">
@@ -342,8 +342,7 @@ <h1>Making the Isochrone DataFrame</h1>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="calculating-isochrone" class="callout-inner">
-<h3 class="callout-title">Calculating Isochrone<a class="anchor" aria-label="anchor" href="#calculating-isochrone"></a>
-</h3>
+<h3 class="callout-title">Calculating Isochrone</h3>
 <div class="callout-content">
 <p>In fact, we can use <a href="https://waps.cfa.harvard.edu/MIST/" class="external-link">MESA
 Isochrones &amp; Stellar Tracks</a> (MIST) to compute it for us. Using
@@ -602,7 +601,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
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 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -625,7 +624,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
   "identifier": "https://datacarpentry.github.io/astronomy-python/instructor/calculating_MIST_isochrone.html",
   "dateCreated": "2020-05-11",
   "dateModified": "2023-05-15",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/discuss.html b/instructor/discuss.html
index 45ab9573..30dc2483 100644
--- a/instructor/discuss.html
+++ b/instructor/discuss.html
@@ -269,10 +269,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
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                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -375,7 +375,7 @@ <h1>Discussion</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
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 	<div id="to-top">
@@ -398,7 +398,7 @@ <h1>Discussion</h1>
   "identifier": "https://datacarpentry.github.io/astronomy-python/instructor/discuss.html",
   "dateCreated": "2020-05-11",
   "dateModified": "2023-05-15",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/images.html b/instructor/images.html
index 999d9830..e0cb2f6d 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -337,10 +337,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
             </div>
 
             <hr class="half-width">
-<div class="accordion accordion-flush resources" id="accordionFlush12">
+<div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
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@@ -367,7 +367,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
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-            <hr class="half-width resources">
+            <hr class="half-width lesson-resources">
 <a href="../instructor/aio.html">See all in one page</a>
 
 
@@ -538,7 +538,7 @@ <h3 id="08-plot-figure-6">Figure 6</h3>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
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 </div> <!-- / div.container -->
@@ -561,8 +561,8 @@ <h3 id="08-plot-figure-6">Figure 6</h3>
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   "identifier": "https://datacarpentry.github.io/astronomy-python/instructor/images.html",
   "dateCreated": "2020-05-11",
-  "dateModified": "2024-08-20",
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+  "dateModified": "2024-08-27",
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/index.html b/instructor/index.html
index 5fc39d92..68e3ca93 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -273,10 +273,10 @@ <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>
@@ -296,7 +296,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -384,8 +384,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
 <i class="callout-icon" data-feather="check"></i>
 </div>
 <div id="prerequisites" class="callout-inner">
-<h3 class="callout-title">Prerequisites<a class="anchor" aria-label="anchor" href="#prerequisites"></a>
-</h3>
+<h3 class="callout-title">Prerequisites</h3>
 <div class="callout-content">
 <p>This lesson assumes you have a working knowledge of Python and some
 previous exposure to the Bash shell. These requirements can be fulfilled
@@ -504,8 +503,7 @@ <h3 class="callout-title">Prerequisites<a class="anchor" aria-label="anchor" hre
 </tr></tbody></table><p>
       The actual schedule may vary slightly depending on the topics and exercises chosen by the instructor.
       </p>
-      </section><section id="setup"><section><h2 class="section-heading" id="overview">Overview<a class="anchor" aria-label="anchor" href="#overview"></a>
-<a class="anchor" aria-label="anchor" href="#overview"></a></h2>
+      </section><section id="setup"><section><h2 class="section-heading" id="overview">Overview<a class="anchor" aria-label="anchor" href="#overview"></a></h2>
 <hr class="half-width"><p>This workshop is designed to be run on your local machine. First, you
 will need to download the data we use in the workshop. Then, you need to
 set up your machine to use the required software. Lastly, you will
@@ -515,8 +513,7 @@ <h3 class="callout-title">Prerequisites<a class="anchor" aria-label="anchor" hre
 journal article that we will explore during the workshop - <a href="https://iopscience.iop.org/article/10.3847/2041-8213/aad7b5" class="external-link">Off
 the Beaten Path: <em>Gaia</em> Reveals GD-1 Stars outside of the Main
 Stream</a> by Adrian M. Price-Whelan and Ana Bonaca.</p>
-</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>
+</section><section><h2 class="section-heading" id="data">Data<a class="anchor" aria-label="anchor" href="#data"></a></h2>
 <hr class="half-width"><p>To start your installation process download this <a href="https://figshare.com/ndownloader/files/35777540" class="external-link">zip file</a>.
 Move the downloaded file to your Desktop. If your file does not
 automatically unzip into a directory called
@@ -536,8 +533,7 @@ <h3 class="callout-title">Prerequisites<a class="anchor" aria-label="anchor" hre
 In this directory you will find files that you will use during the
 workshop as well as files that you will use in the remainder of the set
 up process.</p>
-</section><section><h2 class="section-heading" id="software">Software<a class="anchor" aria-label="anchor" href="#software"></a>
-<a class="anchor" aria-label="anchor" href="#software"></a></h2>
+</section><section><h2 class="section-heading" id="software">Software<a class="anchor" aria-label="anchor" href="#software"></a></h2>
 <hr class="half-width"><p>You will need to install Python, Jupyter, and some additional
 libraries. <a href="https://python.org" class="external-link">Python</a> is a popular language
 for scientific computing, and great for general-purpose programming as
@@ -578,8 +574,7 @@ <h3 id="jupyter">Jupyter<a class="anchor" aria-label="anchor" href="#jupyter"></
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="why-didnt-the-imports-work" class="callout-inner">
-<h3 class="callout-title">Why didn’t the imports work?<a class="anchor" aria-label="anchor" href="#why-didnt-the-imports-work"></a>
-</h3>
+<h3 class="callout-title">Why didn’t the imports work?</h3>
 <div class="callout-content">
 <p>Occasionally learners will need to take one additional step to make
 Jupyter run within the environment we have created. If your imports
@@ -628,7 +623,7 @@ <h3 class="callout-title">Why didn’t the imports work?<a class="anchor" aria-l
         <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">
@@ -650,8 +645,8 @@ <h3 class="callout-title">Why didn’t the imports work?<a class="anchor" aria-l
   "url": "https://datacarpentry.github.io/astronomy-python/instructor/index.html",
   "identifier": "https://datacarpentry.github.io/astronomy-python/instructor/index.html",
   "dateCreated": "2020-05-11",
-  "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 3f56ecf4..f773e321 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -337,10 +337,10 @@ <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>
@@ -367,7 +367,7 @@ <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>
 
 
@@ -392,7 +392,6 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         <h1>Instructor Notes</h1>
         
 <section><h2 class="section-heading" id="instructor-notes">Instructor notes<a class="anchor" aria-label="anchor" href="#instructor-notes"></a>
-<a class="anchor" aria-label="anchor" href="#instructor-notes"></a>
 </h2>
 <hr class="half-width">
 <div class="section level3">
@@ -1010,7 +1009,7 @@ <h3 id="episode-8-visualization">Episode 8: Visualization<a class="anchor" aria-
         <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 -->
@@ -1033,8 +1032,8 @@ <h3 id="episode-8-visualization">Episode 8: Visualization<a class="anchor" aria-
   "url": "https://datacarpentry.github.io/astronomy-python/instructor/instructor-notes.html",
   "identifier": "https://datacarpentry.github.io/astronomy-python/instructor/instructor-notes.html",
   "dateCreated": "2020-05-11",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
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+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/key-points.html b/instructor/key-points.html
index 2e55f148..8f95f33b 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
@@ -337,10 +337,10 @@ <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>
@@ -367,7 +367,7 @@ <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>
 
 
@@ -518,7 +518,7 @@ <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 -->
@@ -541,8 +541,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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   "identifier": "https://datacarpentry.github.io/astronomy-python/instructor/key-points.html",
   "dateCreated": "2020-05-11",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
+  "dateModified": "2024-08-27",
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/link-list.html b/instructor/link-list.html
index effee70c..771257f5 100644
--- a/instructor/link-list.html
+++ b/instructor/link-list.html
@@ -269,10 +269,10 @@ <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>
@@ -292,7 +292,7 @@ <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">
@@ -337,22 +337,19 @@ <h1>Link List</h1>
 
         
 
-<section><h2 class="section-heading" id="journal-articles">Journal articles<a class="anchor" aria-label="anchor" href="#journal-articles"></a>
-<a class="anchor" aria-label="anchor" href="#journal-articles"></a></h2>
+<section><h2 class="section-heading" id="journal-articles">Journal articles<a class="anchor" aria-label="anchor" href="#journal-articles"></a></h2>
 <hr class="half-width"><ul><li><a href="https://ui.adsabs.harvard.edu/abs/2010ApJ...712..260K/abstract" class="external-link">Constraining
 the Milky Way Potential with a Six-Dimensional Phase-Space Map of the
 GD-1 Stellar Stream</a></li>
 <li><a href="https://arxiv.org/abs/1805.00425" class="external-link">Off the beaten path: Gaia
 reveals GD-1 stars outside of the main stream</a></li>
-</ul></section><section><h2 class="section-heading" id="jupyter-notebook">Jupyter Notebook<a class="anchor" aria-label="anchor" href="#jupyter-notebook"></a>
-<a class="anchor" aria-label="anchor" href="#jupyter-notebook"></a></h2>
+</ul></section><section><h2 class="section-heading" id="jupyter-notebook">Jupyter Notebook<a class="anchor" aria-label="anchor" href="#jupyter-notebook"></a></h2>
 <hr class="half-width"><ul><li><a href="https://www.dataquest.io/blog/jupyter-notebook-tutorial/" class="external-link">How to
 Use Jupyter Notebook in 2020: A Beginner’s Tutorial</a></li>
 <li><a href="https://ipython.readthedocs.io/en/stable/interactive/magics.html#magic-matplotlib" class="external-link">matplotlib
 magic</a></li>
 <li><a href="https://jupyter.org/try" class="external-link">Try Jupyter quick start</a></li>
-</ul></section><section><h2 class="section-heading" id="sql-and-adql">SQL and ADQL<a class="anchor" aria-label="anchor" href="#sql-and-adql"></a>
-<a class="anchor" aria-label="anchor" href="#sql-and-adql"></a></h2>
+</ul></section><section><h2 class="section-heading" id="sql-and-adql">SQL and ADQL<a class="anchor" aria-label="anchor" href="#sql-and-adql"></a></h2>
 <hr class="half-width"><ul><li><a href="https://www.ivoa.net/documents/ADQL/20180112/PR-ADQL-2.1-20180112.html#tth_sEc4.2.12" class="external-link">ADQL
 CONTAINS</a></li>
 <li><a href="https://www.ivoa.net/documents/ADQL/20180112/PR-ADQL-2.1-20180112.html" class="external-link">ADQL
@@ -372,8 +369,7 @@ <h1>Link List</h1>
 operators</a></li>
 <li><a href="https://docs.oracle.com/javadb/10.8.3.0/ref/rrefsqljusing.html" class="external-link">SQL
 USING</a></li>
-</ul></section><section><h2 class="section-heading" id="gaia">GAIA<a class="anchor" aria-label="anchor" href="#gaia"></a>
-<a class="anchor" aria-label="anchor" href="#gaia"></a></h2>
+</ul></section><section><h2 class="section-heading" id="gaia">GAIA<a class="anchor" aria-label="anchor" href="#gaia"></a></h2>
 <hr class="half-width"><ul><li><a href="https://gea.esac.esa.int/archive/documentation/GDR2/Catalogue_consolidation/chap_cu9val_cu9val/ssec_cu9xma/" class="external-link">Crossmatch
 with external catalogues</a></li>
 <li><a href="https://gea.esac.esa.int/archive/documentation/GDR2/Gaia_archive/chap_datamodel/sec_dm_crossmatches/" class="external-link">Crossmatches</a></li>
@@ -393,8 +389,7 @@ <h1>Link List</h1>
 about GAIA Data Release 2</a></li>
 <li><a href="https://www.cosmos.esa.int/web/gaia/scanning-law" class="external-link">Scanning
 Law</a></li>
-</ul></section><section><h2 class="section-heading" id="python-general">Python (General)<a class="anchor" aria-label="anchor" href="#python-general"></a>
-<a class="anchor" aria-label="anchor" href="#python-general"></a></h2>
+</ul></section><section><h2 class="section-heading" id="python-general">Python (General)<a class="anchor" aria-label="anchor" href="#python-general"></a></h2>
 <hr class="half-width"><ul><li><a href="https://docs.python.org/3/tutorial/introduction.html#strings" class="external-link">Strings</a></li>
 <li><a href="https://www.w3schools.com/python/ref_string_format.asp" class="external-link">Python
 String format() Method</a></li>
@@ -405,8 +400,7 @@ <h1>Link List</h1>
 Managers</a></li>
 <li><a href="https://pandas.pydata.org/pandas-docs/stable/user_guide/io.html" class="external-link">Pandas
 input output tools (text, CSV, HDF5)</a></li>
-</ul></section><section><h2 class="section-heading" id="astropy">Astropy<a class="anchor" aria-label="anchor" href="#astropy"></a>
-<a class="anchor" aria-label="anchor" href="#astropy"></a></h2>
+</ul></section><section><h2 class="section-heading" id="astropy">Astropy<a class="anchor" aria-label="anchor" href="#astropy"></a></h2>
 <hr class="half-width"><ul><li><a href="https://www.astropy.org" class="external-link">AstroPy</a></li>
 <li><a href="https://docs.astropy.org/en/stable/table/" class="external-link">AstroPy
 Tables</a></li>
@@ -420,8 +414,7 @@ <h1>Link List</h1>
 <li><a href="https://gala-astro.readthedocs.io/en/latest/api/gala.coordinates.reflex_correct.html" class="external-link">gala.coordinates.reflex_correct</a></li>
 <li><a href="https://docs.astropy.org/en/stable/coordinates/matchsep.html#matching-catalogs" class="external-link">Matching
 catalogs</a></li>
-</ul></section><section><h2 class="section-heading" id="matplotlib">Matplotlib<a class="anchor" aria-label="anchor" href="#matplotlib"></a>
-<a class="anchor" aria-label="anchor" href="#matplotlib"></a></h2>
+</ul></section><section><h2 class="section-heading" id="matplotlib">Matplotlib<a class="anchor" aria-label="anchor" href="#matplotlib"></a></h2>
 <hr class="half-width"><ul><li><a href="https://matplotlib.org/stable/api/figure_api.html#matplotlib.figure.Figure.add_subplot" class="external-link">Adding
 subplots</a></li>
 <li><a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.text.html" class="external-link">Add
@@ -455,8 +448,7 @@ <h1>Link List</h1>
 lines with matplotlib.pyplot.vlines</a></li>
 <li><a href="https://matplotlib.org/stable/tutorials/text/mathtext.html" class="external-link">Writing
 mathematical expressions</a></li>
-</ul></section><section><h2 class="section-heading" id="file-formats">File Formats<a class="anchor" aria-label="anchor" href="#file-formats"></a>
-<a class="anchor" aria-label="anchor" href="#file-formats"></a></h2>
+</ul></section><section><h2 class="section-heading" id="file-formats">File Formats<a class="anchor" aria-label="anchor" href="#file-formats"></a></h2>
 <hr class="half-width"><ul><li><a href="https://en.wikipedia.org/wiki/Comma-separated_values" class="external-link">Comma-separated
 values (CSV) (Wikipedia)</a></li>
 <li><a href="https://en.wikipedia.org/wiki/FITS" class="external-link">Flexible Image
@@ -467,8 +459,7 @@ <h1>Link List</h1>
 FITS File Format</a></li>
 <li><a href="https://pandas.pydata.org/pandas-docs/stable/user_guide/io.html" class="external-link">Pandas
 input output tools (text, CSV, HDF5)</a></li>
-</ul></section><section><h2 class="section-heading" id="astronomy-background-information">Astronomy background information<a class="anchor" aria-label="anchor" href="#astronomy-background-information"></a>
-<a class="anchor" aria-label="anchor" href="#astronomy-background-information"></a></h2>
+</ul></section><section><h2 class="section-heading" id="astronomy-background-information">Astronomy background information<a class="anchor" aria-label="anchor" href="#astronomy-background-information"></a></h2>
 <hr class="half-width"><ul><li><a href="https://simbad.u-strasbg.fr/simbad/sim-basic?Ident=Betelgeuse" class="external-link">Betelgeuse</a></li>
 <li><a href="https://en.wikipedia.org/wiki/Celestial_coordinate_system" class="external-link">Celestial
 coordinate system (Wikipeda)</a></li>
@@ -490,8 +481,7 @@ <h1>Link List</h1>
 system (Wikipedia)</a></li>
 <li><a href="https://en.wikipedia.org/wiki/Stellar_isochrone" class="external-link">Stellar
 isochrone (Wikipedia)</a></li>
-</ul></section><section><h2 class="section-heading" id="other-background-information">Other background information<a class="anchor" aria-label="anchor" href="#other-background-information"></a>
-<a class="anchor" aria-label="anchor" href="#other-background-information"></a></h2>
+</ul></section><section><h2 class="section-heading" id="other-background-information">Other background information<a class="anchor" aria-label="anchor" href="#other-background-information"></a></h2>
 <hr class="half-width"><ul><li><a href="https://journals.aas.org/graphics-guide/" class="external-link">Figure
 Accessibility Guidelines</a></li>
 <li><a href="https://en.wikipedia.org/wiki/Floating-point_arithmetic" class="external-link">Floating
@@ -540,7 +530,7 @@ <h1>Link List</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
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 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -563,7 +553,7 @@ <h1>Link List</h1>
   "identifier": "https://datacarpentry.github.io/astronomy-python/instructor/link-list.html",
   "dateCreated": "2020-05-11",
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diff --git a/instructor/prereqs.html b/instructor/prereqs.html
index ec2e401e..616f5e5e 100644
--- a/instructor/prereqs.html
+++ b/instructor/prereqs.html
@@ -269,10 +269,10 @@ <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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@@ -292,7 +292,7 @@ <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">
@@ -433,7 +433,7 @@ <h3 id="python-skills">Python skills<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
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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">
@@ -456,7 +456,7 @@ <h3 id="python-skills">Python skills<a class="anchor" aria-label="anchor" href="
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   "dateCreated": "2020-05-11",
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diff --git a/instructor/profiles.html b/instructor/profiles.html
index 4b647bf5..e7a130f5 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -269,10 +269,10 @@ <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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@@ -292,7 +292,7 @@ <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">
@@ -332,7 +332,7 @@ <h1>Learner Profiles</h1>
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         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -354,8 +354,8 @@ <h1>Learner Profiles</h1>
   "url": "https://datacarpentry.github.io/astronomy-python/instructor/profiles.html",
   "identifier": "https://datacarpentry.github.io/astronomy-python/instructor/profiles.html",
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-  "dateModified": "2024-08-20",
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 }
 
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diff --git a/instructor/reference.html b/instructor/reference.html
index a2e68ba5..b3f2013a 100644
--- a/instructor/reference.html
+++ b/instructor/reference.html
@@ -269,10 +269,10 @@ <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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@@ -292,7 +292,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -336,8 +336,7 @@ <h1>Reference</h1>
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-<section><h2 class="section-heading" id="glossary">Glossary<a class="anchor" aria-label="anchor" href="#glossary"></a>
-<a class="anchor" aria-label="anchor" href="#glossary"></a></h2>
+<section><h2 class="section-heading" id="glossary">Glossary<a class="anchor" aria-label="anchor" href="#glossary"></a></h2>
 <hr class="half-width"></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">
         <a class="chapter-link" href="../instructor/index.html"><i aria-hidden="true" class="small-arrow" data-feather="arrow-left"></i>Previous</a>
@@ -374,7 +373,7 @@ <h1>Reference</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
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 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -397,7 +396,7 @@ <h1>Reference</h1>
   "identifier": "https://datacarpentry.github.io/astronomy-python/instructor/reference.html",
   "dateCreated": "2020-05-11",
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diff --git a/key-points.html b/key-points.html
index d5afa018..fa222eb2 100644
--- a/key-points.html
+++ b/key-points.html
@@ -333,10 +333,10 @@ <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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@@ -359,7 +359,7 @@ <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>
 
 
@@ -510,7 +510,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
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 </div> <!-- / div.container -->
@@ -533,8 +533,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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-  "dateModified": "2024-08-20",
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 }
 
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diff --git a/link-list.html b/link-list.html
index d9922b7d..7edb0c11 100644
--- a/link-list.html
+++ b/link-list.html
@@ -269,10 +269,10 @@ <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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@@ -292,7 +292,7 @@ <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">
@@ -335,22 +335,19 @@ <h1>Link List</h1>
 
         
 
-<section><h2 class="section-heading" id="journal-articles">Journal articles<a class="anchor" aria-label="anchor" href="#journal-articles"></a>
-<a class="anchor" aria-label="anchor" href="#journal-articles"></a></h2>
+<section><h2 class="section-heading" id="journal-articles">Journal articles<a class="anchor" aria-label="anchor" href="#journal-articles"></a></h2>
 <hr class="half-width"><ul><li><a href="https://ui.adsabs.harvard.edu/abs/2010ApJ...712..260K/abstract" class="external-link">Constraining
 the Milky Way Potential with a Six-Dimensional Phase-Space Map of the
 GD-1 Stellar Stream</a></li>
 <li><a href="https://arxiv.org/abs/1805.00425" class="external-link">Off the beaten path: Gaia
 reveals GD-1 stars outside of the main stream</a></li>
-</ul></section><section><h2 class="section-heading" id="jupyter-notebook">Jupyter Notebook<a class="anchor" aria-label="anchor" href="#jupyter-notebook"></a>
-<a class="anchor" aria-label="anchor" href="#jupyter-notebook"></a></h2>
+</ul></section><section><h2 class="section-heading" id="jupyter-notebook">Jupyter Notebook<a class="anchor" aria-label="anchor" href="#jupyter-notebook"></a></h2>
 <hr class="half-width"><ul><li><a href="https://www.dataquest.io/blog/jupyter-notebook-tutorial/" class="external-link">How to
 Use Jupyter Notebook in 2020: A Beginner’s Tutorial</a></li>
 <li><a href="https://ipython.readthedocs.io/en/stable/interactive/magics.html#magic-matplotlib" class="external-link">matplotlib
 magic</a></li>
 <li><a href="https://jupyter.org/try" class="external-link">Try Jupyter quick start</a></li>
-</ul></section><section><h2 class="section-heading" id="sql-and-adql">SQL and ADQL<a class="anchor" aria-label="anchor" href="#sql-and-adql"></a>
-<a class="anchor" aria-label="anchor" href="#sql-and-adql"></a></h2>
+</ul></section><section><h2 class="section-heading" id="sql-and-adql">SQL and ADQL<a class="anchor" aria-label="anchor" href="#sql-and-adql"></a></h2>
 <hr class="half-width"><ul><li><a href="https://www.ivoa.net/documents/ADQL/20180112/PR-ADQL-2.1-20180112.html#tth_sEc4.2.12" class="external-link">ADQL
 CONTAINS</a></li>
 <li><a href="https://www.ivoa.net/documents/ADQL/20180112/PR-ADQL-2.1-20180112.html" class="external-link">ADQL
@@ -370,8 +367,7 @@ <h1>Link List</h1>
 operators</a></li>
 <li><a href="https://docs.oracle.com/javadb/10.8.3.0/ref/rrefsqljusing.html" class="external-link">SQL
 USING</a></li>
-</ul></section><section><h2 class="section-heading" id="gaia">GAIA<a class="anchor" aria-label="anchor" href="#gaia"></a>
-<a class="anchor" aria-label="anchor" href="#gaia"></a></h2>
+</ul></section><section><h2 class="section-heading" id="gaia">GAIA<a class="anchor" aria-label="anchor" href="#gaia"></a></h2>
 <hr class="half-width"><ul><li><a href="https://gea.esac.esa.int/archive/documentation/GDR2/Catalogue_consolidation/chap_cu9val_cu9val/ssec_cu9xma/" class="external-link">Crossmatch
 with external catalogues</a></li>
 <li><a href="https://gea.esac.esa.int/archive/documentation/GDR2/Gaia_archive/chap_datamodel/sec_dm_crossmatches/" class="external-link">Crossmatches</a></li>
@@ -391,8 +387,7 @@ <h1>Link List</h1>
 about GAIA Data Release 2</a></li>
 <li><a href="https://www.cosmos.esa.int/web/gaia/scanning-law" class="external-link">Scanning
 Law</a></li>
-</ul></section><section><h2 class="section-heading" id="python-general">Python (General)<a class="anchor" aria-label="anchor" href="#python-general"></a>
-<a class="anchor" aria-label="anchor" href="#python-general"></a></h2>
+</ul></section><section><h2 class="section-heading" id="python-general">Python (General)<a class="anchor" aria-label="anchor" href="#python-general"></a></h2>
 <hr class="half-width"><ul><li><a href="https://docs.python.org/3/tutorial/introduction.html#strings" class="external-link">Strings</a></li>
 <li><a href="https://www.w3schools.com/python/ref_string_format.asp" class="external-link">Python
 String format() Method</a></li>
@@ -403,8 +398,7 @@ <h1>Link List</h1>
 Managers</a></li>
 <li><a href="https://pandas.pydata.org/pandas-docs/stable/user_guide/io.html" class="external-link">Pandas
 input output tools (text, CSV, HDF5)</a></li>
-</ul></section><section><h2 class="section-heading" id="astropy">Astropy<a class="anchor" aria-label="anchor" href="#astropy"></a>
-<a class="anchor" aria-label="anchor" href="#astropy"></a></h2>
+</ul></section><section><h2 class="section-heading" id="astropy">Astropy<a class="anchor" aria-label="anchor" href="#astropy"></a></h2>
 <hr class="half-width"><ul><li><a href="https://www.astropy.org" class="external-link">AstroPy</a></li>
 <li><a href="https://docs.astropy.org/en/stable/table/" class="external-link">AstroPy
 Tables</a></li>
@@ -418,8 +412,7 @@ <h1>Link List</h1>
 <li><a href="https://gala-astro.readthedocs.io/en/latest/api/gala.coordinates.reflex_correct.html" class="external-link">gala.coordinates.reflex_correct</a></li>
 <li><a href="https://docs.astropy.org/en/stable/coordinates/matchsep.html#matching-catalogs" class="external-link">Matching
 catalogs</a></li>
-</ul></section><section><h2 class="section-heading" id="matplotlib">Matplotlib<a class="anchor" aria-label="anchor" href="#matplotlib"></a>
-<a class="anchor" aria-label="anchor" href="#matplotlib"></a></h2>
+</ul></section><section><h2 class="section-heading" id="matplotlib">Matplotlib<a class="anchor" aria-label="anchor" href="#matplotlib"></a></h2>
 <hr class="half-width"><ul><li><a href="https://matplotlib.org/stable/api/figure_api.html#matplotlib.figure.Figure.add_subplot" class="external-link">Adding
 subplots</a></li>
 <li><a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.text.html" class="external-link">Add
@@ -453,8 +446,7 @@ <h1>Link List</h1>
 lines with matplotlib.pyplot.vlines</a></li>
 <li><a href="https://matplotlib.org/stable/tutorials/text/mathtext.html" class="external-link">Writing
 mathematical expressions</a></li>
-</ul></section><section><h2 class="section-heading" id="file-formats">File Formats<a class="anchor" aria-label="anchor" href="#file-formats"></a>
-<a class="anchor" aria-label="anchor" href="#file-formats"></a></h2>
+</ul></section><section><h2 class="section-heading" id="file-formats">File Formats<a class="anchor" aria-label="anchor" href="#file-formats"></a></h2>
 <hr class="half-width"><ul><li><a href="https://en.wikipedia.org/wiki/Comma-separated_values" class="external-link">Comma-separated
 values (CSV) (Wikipedia)</a></li>
 <li><a href="https://en.wikipedia.org/wiki/FITS" class="external-link">Flexible Image
@@ -465,8 +457,7 @@ <h1>Link List</h1>
 FITS File Format</a></li>
 <li><a href="https://pandas.pydata.org/pandas-docs/stable/user_guide/io.html" class="external-link">Pandas
 input output tools (text, CSV, HDF5)</a></li>
-</ul></section><section><h2 class="section-heading" id="astronomy-background-information">Astronomy background information<a class="anchor" aria-label="anchor" href="#astronomy-background-information"></a>
-<a class="anchor" aria-label="anchor" href="#astronomy-background-information"></a></h2>
+</ul></section><section><h2 class="section-heading" id="astronomy-background-information">Astronomy background information<a class="anchor" aria-label="anchor" href="#astronomy-background-information"></a></h2>
 <hr class="half-width"><ul><li><a href="https://simbad.u-strasbg.fr/simbad/sim-basic?Ident=Betelgeuse" class="external-link">Betelgeuse</a></li>
 <li><a href="https://en.wikipedia.org/wiki/Celestial_coordinate_system" class="external-link">Celestial
 coordinate system (Wikipeda)</a></li>
@@ -488,8 +479,7 @@ <h1>Link List</h1>
 system (Wikipedia)</a></li>
 <li><a href="https://en.wikipedia.org/wiki/Stellar_isochrone" class="external-link">Stellar
 isochrone (Wikipedia)</a></li>
-</ul></section><section><h2 class="section-heading" id="other-background-information">Other background information<a class="anchor" aria-label="anchor" href="#other-background-information"></a>
-<a class="anchor" aria-label="anchor" href="#other-background-information"></a></h2>
+</ul></section><section><h2 class="section-heading" id="other-background-information">Other background information<a class="anchor" aria-label="anchor" href="#other-background-information"></a></h2>
 <hr class="half-width"><ul><li><a href="https://journals.aas.org/graphics-guide/" class="external-link">Figure
 Accessibility Guidelines</a></li>
 <li><a href="https://en.wikipedia.org/wiki/Floating-point_arithmetic" class="external-link">Floating
@@ -538,7 +528,7 @@ <h1>Link List</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">
@@ -561,7 +551,7 @@ <h1>Link List</h1>
   "identifier": "https://datacarpentry.github.io/astronomy-python/link-list.html",
   "dateCreated": "2020-05-11",
   "dateModified": "2023-05-15",
-  "datePublished": "2024-08-20"
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   </script><script>
diff --git a/pkgdown.yml b/pkgdown.yml
index e438dc4d..b8b8da8e 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,4 +2,4 @@ pandoc: 3.1.11
 pkgdown: 2.1.0
 pkgdown_sha: ~
 articles: {}
-last_built: 2024-08-20T00:38Z
+last_built: 2024-08-27T00:38Z
diff --git a/prereqs.html b/prereqs.html
index 9cdf4652..85794c17 100644
--- a/prereqs.html
+++ b/prereqs.html
@@ -269,10 +269,10 @@ <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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@@ -292,7 +292,7 @@ <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">
@@ -431,7 +431,7 @@ <h3 id="python-skills">Python skills<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
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 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -454,7 +454,7 @@ <h3 id="python-skills">Python skills<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/astronomy-python/prereqs.html",
   "dateCreated": "2020-05-11",
   "dateModified": "2023-05-15",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
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diff --git a/profiles.html b/profiles.html
index c9dc647b..61fa69fb 100644
--- a/profiles.html
+++ b/profiles.html
@@ -269,10 +269,10 @@ <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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@@ -292,7 +292,7 @@ <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">
@@ -332,7 +332,7 @@ <h1>Learner Profiles</h1>
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         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
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 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -354,8 +354,8 @@ <h1>Learner Profiles</h1>
   "url": "https://datacarpentry.github.io/astronomy-python/profiles.html",
   "identifier": "https://datacarpentry.github.io/astronomy-python/profiles.html",
   "dateCreated": "2020-05-11",
-  "dateModified": "2024-08-20",
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diff --git a/reference.html b/reference.html
index cb7899df..cce0131d 100644
--- a/reference.html
+++ b/reference.html
@@ -269,10 +269,10 @@ <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="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">
@@ -334,8 +334,7 @@ <h1>Reference</h1>
         </div>
 
         
-<section><h2 class="section-heading" id="glossary">Glossary<a class="anchor" aria-label="anchor" href="#glossary"></a>
-<a class="anchor" aria-label="anchor" href="#glossary"></a></h2>
+<section><h2 class="section-heading" id="glossary">Glossary<a class="anchor" aria-label="anchor" href="#glossary"></a></h2>
 <hr class="half-width"></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">
         <a class="chapter-link" href="index.html"><i aria-hidden="true" class="small-arrow" data-feather="arrow-left"></i>Previous</a>
@@ -372,7 +371,7 @@ <h1>Reference</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
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 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -395,7 +394,7 @@ <h1>Reference</h1>
   "identifier": "https://datacarpentry.github.io/astronomy-python/reference.html",
   "dateCreated": "2020-05-11",
   "dateModified": "2023-05-15",
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