diff --git a/01-getting-started.html b/01-getting-started.html
index e2c8c342..eadec2a8 100644
--- a/01-getting-started.html
+++ b/01-getting-started.html
@@ -541,7 +541,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/OpenRefine-ecology-lesson/01-getting-started.html",
   "dateCreated": "2015-04-04",
   "dateModified": "2024-05-02",
-  "datePublished": "2024-07-09"
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/02-importing-data.html b/02-importing-data.html
index 2914c779..25609e8b 100644
--- a/02-importing-data.html
+++ b/02-importing-data.html
@@ -538,7 +538,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/OpenRefine-ecology-lesson/02-importing-data.html",
   "dateCreated": "2015-04-04",
   "dateModified": "2024-05-02",
-  "datePublished": "2024-07-09"
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/03-exploring-data.html b/03-exploring-data.html
index 0d64fe12..a047ddb4 100644
--- a/03-exploring-data.html
+++ b/03-exploring-data.html
@@ -683,7 +683,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/OpenRefine-ecology-lesson/03-exploring-data.html",
   "dateCreated": "2015-04-04",
   "dateModified": "2023-09-22",
-  "datePublished": "2024-07-09"
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/04-transforming-data.html b/04-transforming-data.html
index d137ddad..ee49a106 100644
--- a/04-transforming-data.html
+++ b/04-transforming-data.html
@@ -444,7 +444,7 @@ <h3 class="callout-title">Exercise<a class="anchor" aria-label="anchor" href="#e
 <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>Both new columns will appear with green text, indicating they are
 numeric. The option for <code>Guess cell type</code> allowed OpenRefine
@@ -507,7 +507,7 @@ <h3 class="callout-title">Exercise<a class="anchor" aria-label="anchor" href="#e
 <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>On the <code>scientificName</code> column, click the down arrow next
 to the <code>scientificName</code> column and choose
@@ -548,7 +548,7 @@ <h3 class="callout-title">Exercise<a class="anchor" aria-label="anchor" href="#e
 <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">
 <ol style="list-style-type: decimal"><li>On the <code>scientificName 2</code> column, click the down arrow
 and then <code>Edit column</code> &gt;
@@ -715,7 +715,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/OpenRefine-ecology-lesson/04-transforming-data.html",
   "dateCreated": "2015-04-04",
   "dateModified": "2024-05-02",
-  "datePublished": "2024-07-09"
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/05-filter-exclude-sort.html b/05-filter-exclude-sort.html
index 029742ca..97d64859 100644
--- a/05-filter-exclude-sort.html
+++ b/05-filter-exclude-sort.html
@@ -460,7 +460,7 @@ <h3 class="callout-title">Exercise<a class="anchor" aria-label="anchor" href="#e
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <ol style="list-style-type: decimal"><li>Do <code>Facet</code> &gt; <code>Text facet</code> on the
 <code>scientificName</code> column after filtering. This will show that
@@ -531,7 +531,7 @@ <h3 class="callout-title">Exercise<a class="anchor" aria-label="anchor" href="#e
 <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>In the <code>mo</code> column, select <code>Sort...</code> &gt;
 <code>numbers</code> and select <code>smallest first</code>. The months
@@ -574,7 +574,7 @@ <h3 class="callout-title">Exercise<a class="anchor" aria-label="anchor" href="#e
 <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 the <code>plot</code> column, select <code>Sort...</code> &gt;
 <code>numbers</code> and select <code>smallest first</code>. The years
@@ -611,7 +611,7 @@ <h3 class="callout-title">Exercise<a class="anchor" aria-label="anchor" href="#e
 <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">
 <ol style="list-style-type: decimal"><li>For the <code>mo</code> column, click on <code>Sort...</code> and
 then <code>numbers</code>. This will group all entries made in, for
@@ -728,7 +728,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/OpenRefine-ecology-lesson/05-filter-exclude-sort.html",
   "dateCreated": "2015-04-04",
   "dateModified": "2023-05-09",
-  "datePublished": "2024-07-09"
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/06-reconciliation.html b/06-reconciliation.html
index 20ed1dce..a57fe705 100644
--- a/06-reconciliation.html
+++ b/06-reconciliation.html
@@ -628,7 +628,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/OpenRefine-ecology-lesson/06-reconciliation.html",
   "dateCreated": "2015-04-04",
   "dateModified": "2023-05-09",
-  "datePublished": "2024-07-09"
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/07-looking-up-data.html b/07-looking-up-data.html
index 5a10f46a..12dfd160 100644
--- a/07-looking-up-data.html
+++ b/07-looking-up-data.html
@@ -541,7 +541,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/OpenRefine-ecology-lesson/07-looking-up-data.html",
   "dateCreated": "2015-04-04",
   "dateModified": "2023-05-09",
-  "datePublished": "2024-07-09"
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/08-exporting-cleaning-steps.html b/08-exporting-cleaning-steps.html
index 30a085f3..cbd79734 100644
--- a/08-exporting-cleaning-steps.html
+++ b/08-exporting-cleaning-steps.html
@@ -524,7 +524,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/OpenRefine-ecology-lesson/08-exporting-cleaning-steps.html",
   "dateCreated": "2015-04-04",
   "dateModified": "2023-05-09",
-  "datePublished": "2024-07-09"
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/09-exporting-data.html b/09-exporting-data.html
index 9d7f503b..90efd156 100644
--- a/09-exporting-data.html
+++ b/09-exporting-data.html
@@ -521,7 +521,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/OpenRefine-ecology-lesson/09-exporting-data.html",
   "dateCreated": "2015-04-04",
   "dateModified": "2023-09-23",
-  "datePublished": "2024-07-09"
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/10-resources.html b/10-resources.html
index 1ab52462..f5fa1e8e 100644
--- a/10-resources.html
+++ b/10-resources.html
@@ -501,7 +501,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/OpenRefine-ecology-lesson/10-resources.html",
   "dateCreated": "2015-04-04",
   "dateModified": "2023-05-09",
-  "datePublished": "2024-07-09"
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/404.html b/404.html
index afafb3e4..9fec90f6 100644
--- a/404.html
+++ b/404.html
@@ -409,8 +409,8 @@ <h1>Page not found</h1>
   "url": "https://datacarpentry.github.io/OpenRefine-ecology-lesson/404.html",
   "identifier": "https://datacarpentry.github.io/OpenRefine-ecology-lesson/404.html",
   "dateCreated": "2015-04-04",
-  "dateModified": "2024-07-09",
-  "datePublished": "2024-07-09"
+  "dateModified": "2024-07-16",
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index 7ffc605a..8870b3b1 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -421,7 +421,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://datacarpentry.github.io/OpenRefine-ecology-lesson/CODE_OF_CONDUCT.html",
   "dateCreated": "2015-04-04",
   "dateModified": "2023-05-09",
-  "datePublished": "2024-07-09"
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/CONTRIBUTORS.html b/CONTRIBUTORS.html
index 7956342e..1006e773 100644
--- a/CONTRIBUTORS.html
+++ b/CONTRIBUTORS.html
@@ -467,7 +467,7 @@ <h3 id="spreadsheet-best-practices">Spreadsheet Best Practices<a class="anchor"
   "identifier": "https://datacarpentry.github.io/OpenRefine-ecology-lesson/CONTRIBUTORS.html",
   "dateCreated": "2015-04-04",
   "dateModified": "2023-05-09",
-  "datePublished": "2024-07-09"
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index 7f4813e4..2a97371c 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -472,7 +472,7 @@ <h1>Licenses</h1>
   "identifier": "https://datacarpentry.github.io/OpenRefine-ecology-lesson/LICENSE.html",
   "dateCreated": "2015-04-04",
   "dateModified": "2023-05-09",
-  "datePublished": "2024-07-09"
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/NEWS.html b/NEWS.html
index 401b9252..b986af70 100644
--- a/NEWS.html
+++ b/NEWS.html
@@ -414,7 +414,7 @@ <h1></h1>
   "identifier": "https://datacarpentry.github.io/OpenRefine-ecology-lesson/NEWS.html",
   "dateCreated": "2015-04-04",
   "dateModified": "2023-05-09",
-  "datePublished": "2024-07-09"
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index 4e55f2f4..24696ce3 100644
--- a/aio.html
+++ b/aio.html
@@ -1082,7 +1082,7 @@ <h3 class="callout-title">Exercise<a class="anchor" aria-label="anchor" href="#e
 <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>Both new columns will appear with green text, indicating they are
 numeric. The option for <code>Guess cell type</code> allowed OpenRefine
@@ -1154,7 +1154,7 @@ <h3 class="callout-title">Exercise<a class="anchor" aria-label="anchor" href="#e
 <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>On the <code>scientificName</code> column, click the down arrow next
 to the <code>scientificName</code> column and choose
@@ -1199,7 +1199,7 @@ <h3 class="callout-title">Exercise<a class="anchor" aria-label="anchor" href="#e
 <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">
 <ol style="list-style-type: decimal">
 <li>On the <code>scientificName 2</code> column, click the down arrow
@@ -1443,7 +1443,7 @@ <h3 class="callout-title">Exercise<a class="anchor" aria-label="anchor" href="#e
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <ol style="list-style-type: decimal">
 <li>Do <code>Facet</code> &gt; <code>Text facet</code> on the
@@ -1520,7 +1520,7 @@ <h3 class="callout-title">Exercise<a class="anchor" aria-label="anchor" href="#e
 <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>In the <code>mo</code> column, select <code>Sort...</code> &gt;
 <code>numbers</code> and select <code>smallest first</code>. The months
@@ -1565,7 +1565,7 @@ <h3 class="callout-title">Exercise<a class="anchor" aria-label="anchor" href="#e
 <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 the <code>plot</code> column, select <code>Sort...</code> &gt;
 <code>numbers</code> and select <code>smallest first</code>. The years
@@ -1605,7 +1605,7 @@ <h3 class="callout-title">Exercise<a class="anchor" aria-label="anchor" href="#e
 <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">
 <ol style="list-style-type: decimal">
 <li>For the <code>mo</code> column, click on <code>Sort...</code> and
@@ -2467,8 +2467,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://datacarpentry.github.io/OpenRefine-ecology-lesson/aio.html",
   "identifier": "https://datacarpentry.github.io/OpenRefine-ecology-lesson/aio.html",
   "dateCreated": "2015-04-04",
-  "dateModified": "2024-07-09",
-  "datePublished": "2024-07-09"
+  "dateModified": "2024-07-16",
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/discuss.html b/discuss.html
index 85e235d1..f550b670 100644
--- a/discuss.html
+++ b/discuss.html
@@ -414,7 +414,7 @@ <h1>Discussion</h1>
   "identifier": "https://datacarpentry.github.io/OpenRefine-ecology-lesson/discuss.html",
   "dateCreated": "2015-04-04",
   "dateModified": "2023-05-09",
-  "datePublished": "2024-07-09"
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/images.html b/images.html
index 4cdabb44..50340e27 100644
--- a/images.html
+++ b/images.html
@@ -523,8 +523,8 @@ <h3 id="07-looking-up-data-figure-3">Figure 3</h3>
   "url": "https://datacarpentry.github.io/OpenRefine-ecology-lesson/images.html",
   "identifier": "https://datacarpentry.github.io/OpenRefine-ecology-lesson/images.html",
   "dateCreated": "2015-04-04",
-  "dateModified": "2024-07-09",
-  "datePublished": "2024-07-09"
+  "dateModified": "2024-07-16",
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/index.html b/index.html
index d84efaaf..2f14e8e0 100644
--- a/index.html
+++ b/index.html
@@ -543,8 +543,8 @@ <h2 id="web-browser">Web Browser<a class="anchor" aria-label="anchor" href="#web
   "url": "https://datacarpentry.github.io/OpenRefine-ecology-lesson/index.html",
   "identifier": "https://datacarpentry.github.io/OpenRefine-ecology-lesson/index.html",
   "dateCreated": "2015-04-04",
-  "dateModified": "2024-07-09",
-  "datePublished": "2024-07-09"
+  "dateModified": "2024-07-16",
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/instructor-notes.html b/instructor-notes.html
index 44d51c74..3f8efabb 100644
--- a/instructor-notes.html
+++ b/instructor-notes.html
@@ -622,8 +622,8 @@ <h3 id="split-undo---redo">Split / Undo - Redo<a class="anchor" aria-label="anch
   "url": "https://datacarpentry.github.io/OpenRefine-ecology-lesson/instructor-notes.html",
   "identifier": "https://datacarpentry.github.io/OpenRefine-ecology-lesson/instructor-notes.html",
   "dateCreated": "2015-04-04",
-  "dateModified": "2024-07-09",
-  "datePublished": "2024-07-09"
+  "dateModified": "2024-07-16",
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/instructor/01-getting-started.html b/instructor/01-getting-started.html
index 40ff194f..f795ada9 100644
--- a/instructor/01-getting-started.html
+++ b/instructor/01-getting-started.html
@@ -543,7 +543,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/OpenRefine-ecology-lesson/instructor/01-getting-started.html",
   "dateCreated": "2015-04-04",
   "dateModified": "2024-05-02",
-  "datePublished": "2024-07-09"
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/instructor/02-importing-data.html b/instructor/02-importing-data.html
index e539d035..94bd6e6c 100644
--- a/instructor/02-importing-data.html
+++ b/instructor/02-importing-data.html
@@ -540,7 +540,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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   "dateModified": "2024-05-02",
-  "datePublished": "2024-07-09"
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diff --git a/instructor/03-exploring-data.html b/instructor/03-exploring-data.html
index 60edabdd..30667d40 100644
--- a/instructor/03-exploring-data.html
+++ b/instructor/03-exploring-data.html
@@ -685,7 +685,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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   "dateCreated": "2015-04-04",
   "dateModified": "2023-09-22",
-  "datePublished": "2024-07-09"
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diff --git a/instructor/04-transforming-data.html b/instructor/04-transforming-data.html
index 46ec951f..9e7b48e2 100644
--- a/instructor/04-transforming-data.html
+++ b/instructor/04-transforming-data.html
@@ -446,7 +446,7 @@ <h3 class="callout-title">Exercise<a class="anchor" aria-label="anchor" href="#e
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 </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>Both new columns will appear with green text, indicating they are
 numeric. The option for <code>Guess cell type</code> allowed OpenRefine
@@ -509,7 +509,7 @@ <h3 class="callout-title">Exercise<a class="anchor" aria-label="anchor" href="#e
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 </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>On the <code>scientificName</code> column, click the down arrow next
 to the <code>scientificName</code> column and choose
@@ -550,7 +550,7 @@ <h3 class="callout-title">Exercise<a class="anchor" aria-label="anchor" href="#e
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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">
 <ol style="list-style-type: decimal"><li>On the <code>scientificName 2</code> column, click the down arrow
 and then <code>Edit column</code> &gt;
@@ -717,7 +717,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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-  "datePublished": "2024-07-09"
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diff --git a/instructor/05-filter-exclude-sort.html b/instructor/05-filter-exclude-sort.html
index a1b90d07..e974b3a5 100644
--- a/instructor/05-filter-exclude-sort.html
+++ b/instructor/05-filter-exclude-sort.html
@@ -462,7 +462,7 @@ <h3 class="callout-title">Exercise<a class="anchor" aria-label="anchor" href="#e
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   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <ol style="list-style-type: decimal"><li>Do <code>Facet</code> &gt; <code>Text facet</code> on the
 <code>scientificName</code> column after filtering. This will show that
@@ -533,7 +533,7 @@ <h3 class="callout-title">Exercise<a class="anchor" aria-label="anchor" href="#e
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 </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>In the <code>mo</code> column, select <code>Sort...</code> &gt;
 <code>numbers</code> and select <code>smallest first</code>. The months
@@ -576,7 +576,7 @@ <h3 class="callout-title">Exercise<a class="anchor" aria-label="anchor" href="#e
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   <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 the <code>plot</code> column, select <code>Sort...</code> &gt;
 <code>numbers</code> and select <code>smallest first</code>. The years
@@ -613,7 +613,7 @@ <h3 class="callout-title">Exercise<a class="anchor" aria-label="anchor" href="#e
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
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 </button>
-<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">
 <ol style="list-style-type: decimal"><li>For the <code>mo</code> column, click on <code>Sort...</code> and
 then <code>numbers</code>. This will group all entries made in, for
@@ -730,7 +730,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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   "dateCreated": "2015-04-04",
   "dateModified": "2023-05-09",
-  "datePublished": "2024-07-09"
+  "datePublished": "2024-07-16"
 }
 
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diff --git a/instructor/06-reconciliation.html b/instructor/06-reconciliation.html
index 5831d544..e14ba1e9 100644
--- a/instructor/06-reconciliation.html
+++ b/instructor/06-reconciliation.html
@@ -630,7 +630,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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   "dateCreated": "2015-04-04",
   "dateModified": "2023-05-09",
-  "datePublished": "2024-07-09"
+  "datePublished": "2024-07-16"
 }
 
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diff --git a/instructor/07-looking-up-data.html b/instructor/07-looking-up-data.html
index 4ba28ac3..896e3f4e 100644
--- a/instructor/07-looking-up-data.html
+++ b/instructor/07-looking-up-data.html
@@ -543,7 +543,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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   "dateCreated": "2015-04-04",
   "dateModified": "2023-05-09",
-  "datePublished": "2024-07-09"
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/instructor/08-exporting-cleaning-steps.html b/instructor/08-exporting-cleaning-steps.html
index a16df120..2605fd76 100644
--- a/instructor/08-exporting-cleaning-steps.html
+++ b/instructor/08-exporting-cleaning-steps.html
@@ -526,7 +526,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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   "dateCreated": "2015-04-04",
   "dateModified": "2023-05-09",
-  "datePublished": "2024-07-09"
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/instructor/09-exporting-data.html b/instructor/09-exporting-data.html
index 881b3ecb..4047664d 100644
--- a/instructor/09-exporting-data.html
+++ b/instructor/09-exporting-data.html
@@ -523,7 +523,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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   "dateCreated": "2015-04-04",
   "dateModified": "2023-09-23",
-  "datePublished": "2024-07-09"
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/instructor/10-resources.html b/instructor/10-resources.html
index 7f8de013..f2d557e1 100644
--- a/instructor/10-resources.html
+++ b/instructor/10-resources.html
@@ -503,7 +503,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://datacarpentry.github.io/OpenRefine-ecology-lesson/instructor/10-resources.html",
   "dateCreated": "2015-04-04",
   "dateModified": "2023-05-09",
-  "datePublished": "2024-07-09"
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/instructor/404.html b/instructor/404.html
index 47fc5c7c..d53c9a2f 100644
--- a/instructor/404.html
+++ b/instructor/404.html
@@ -409,8 +409,8 @@ <h1>Page not found</h1>
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   "identifier": "https://datacarpentry.github.io/OpenRefine-ecology-lesson/instructor/404.html",
   "dateCreated": "2015-04-04",
-  "dateModified": "2024-07-09",
-  "datePublished": "2024-07-09"
+  "dateModified": "2024-07-16",
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index 42cda143..a9e8558c 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
@@ -423,7 +423,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://datacarpentry.github.io/OpenRefine-ecology-lesson/instructor/CODE_OF_CONDUCT.html",
   "dateCreated": "2015-04-04",
   "dateModified": "2023-05-09",
-  "datePublished": "2024-07-09"
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/instructor/CONTRIBUTORS.html b/instructor/CONTRIBUTORS.html
index 8201d0c8..83036258 100644
--- a/instructor/CONTRIBUTORS.html
+++ b/instructor/CONTRIBUTORS.html
@@ -469,7 +469,7 @@ <h3 id="spreadsheet-best-practices">Spreadsheet Best Practices<a class="anchor"
   "identifier": "https://datacarpentry.github.io/OpenRefine-ecology-lesson/instructor/CONTRIBUTORS.html",
   "dateCreated": "2015-04-04",
   "dateModified": "2023-05-09",
-  "datePublished": "2024-07-09"
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index e93dbedb..ee663c77 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -474,7 +474,7 @@ <h1>Licenses</h1>
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   "dateCreated": "2015-04-04",
   "dateModified": "2023-05-09",
-  "datePublished": "2024-07-09"
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/instructor/NEWS.html b/instructor/NEWS.html
index ac6a7035..30fee247 100644
--- a/instructor/NEWS.html
+++ b/instructor/NEWS.html
@@ -416,7 +416,7 @@ <h1></h1>
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   "dateCreated": "2015-04-04",
   "dateModified": "2023-05-09",
-  "datePublished": "2024-07-09"
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/instructor/aio.html b/instructor/aio.html
index fb492ff9..15ed11a3 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -1088,7 +1088,7 @@ <h3 class="callout-title">Exercise<a class="anchor" aria-label="anchor" href="#e
 <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>Both new columns will appear with green text, indicating they are
 numeric. The option for <code>Guess cell type</code> allowed OpenRefine
@@ -1160,7 +1160,7 @@ <h3 class="callout-title">Exercise<a class="anchor" aria-label="anchor" href="#e
 <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>On the <code>scientificName</code> column, click the down arrow next
 to the <code>scientificName</code> column and choose
@@ -1205,7 +1205,7 @@ <h3 class="callout-title">Exercise<a class="anchor" aria-label="anchor" href="#e
 <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">
 <ol style="list-style-type: decimal">
 <li>On the <code>scientificName 2</code> column, click the down arrow
@@ -1450,7 +1450,7 @@ <h3 class="callout-title">Exercise<a class="anchor" aria-label="anchor" href="#e
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <ol style="list-style-type: decimal">
 <li>Do <code>Facet</code> &gt; <code>Text facet</code> on the
@@ -1527,7 +1527,7 @@ <h3 class="callout-title">Exercise<a class="anchor" aria-label="anchor" href="#e
 <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>In the <code>mo</code> column, select <code>Sort...</code> &gt;
 <code>numbers</code> and select <code>smallest first</code>. The months
@@ -1572,7 +1572,7 @@ <h3 class="callout-title">Exercise<a class="anchor" aria-label="anchor" href="#e
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
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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 the <code>plot</code> column, select <code>Sort...</code> &gt;
 <code>numbers</code> and select <code>smallest first</code>. The years
@@ -1612,7 +1612,7 @@ <h3 class="callout-title">Exercise<a class="anchor" aria-label="anchor" href="#e
 <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">
 <ol style="list-style-type: decimal">
 <li>For the <code>mo</code> column, click on <code>Sort...</code> and
@@ -2479,8 +2479,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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   "dateCreated": "2015-04-04",
-  "dateModified": "2024-07-09",
-  "datePublished": "2024-07-09"
+  "dateModified": "2024-07-16",
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/instructor/discuss.html b/instructor/discuss.html
index 55446696..90dd2985 100644
--- a/instructor/discuss.html
+++ b/instructor/discuss.html
@@ -416,7 +416,7 @@ <h1>Discussion</h1>
   "identifier": "https://datacarpentry.github.io/OpenRefine-ecology-lesson/instructor/discuss.html",
   "dateCreated": "2015-04-04",
   "dateModified": "2023-05-09",
-  "datePublished": "2024-07-09"
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/instructor/images.html b/instructor/images.html
index 38fd2163..46617280 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -525,8 +525,8 @@ <h3 id="07-looking-up-data-figure-3">Figure 3</h3>
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   "identifier": "https://datacarpentry.github.io/OpenRefine-ecology-lesson/instructor/images.html",
   "dateCreated": "2015-04-04",
-  "dateModified": "2024-07-09",
-  "datePublished": "2024-07-09"
+  "dateModified": "2024-07-16",
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/instructor/index.html b/instructor/index.html
index 6c43633c..a94e86b4 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -654,8 +654,8 @@ <h2 id="web-browser">Web Browser<a class="anchor" aria-label="anchor" href="#web
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   "identifier": "https://datacarpentry.github.io/OpenRefine-ecology-lesson/instructor/index.html",
   "dateCreated": "2015-04-04",
-  "dateModified": "2024-07-09",
-  "datePublished": "2024-07-09"
+  "dateModified": "2024-07-16",
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index 05c1c279..0853ee12 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -634,8 +634,8 @@ <h3 id="split-undo---redo">Split / Undo - Redo<a class="anchor" aria-label="anch
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   "dateCreated": "2015-04-04",
-  "dateModified": "2024-07-09",
-  "datePublished": "2024-07-09"
+  "dateModified": "2024-07-16",
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 }
 
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diff --git a/instructor/key-points.html b/instructor/key-points.html
index 34168945..22463649 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
@@ -517,8 +517,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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   "dateCreated": "2015-04-04",
-  "dateModified": "2024-07-09",
-  "datePublished": "2024-07-09"
+  "dateModified": "2024-07-16",
+  "datePublished": "2024-07-16"
 }
 
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diff --git a/instructor/profiles.html b/instructor/profiles.html
index 2364a6cc..483e2801 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -372,8 +372,8 @@ <h1>Learner Profiles</h1>
   "url": "https://datacarpentry.github.io/OpenRefine-ecology-lesson/instructor/profiles.html",
   "identifier": "https://datacarpentry.github.io/OpenRefine-ecology-lesson/instructor/profiles.html",
   "dateCreated": "2015-04-04",
-  "dateModified": "2024-07-09",
-  "datePublished": "2024-07-09"
+  "dateModified": "2024-07-16",
+  "datePublished": "2024-07-16"
 }
 
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diff --git a/instructor/reference.html b/instructor/reference.html
index 06a510a9..966454cb 100644
--- a/instructor/reference.html
+++ b/instructor/reference.html
@@ -415,7 +415,7 @@ <h1>Glossary</h1>
   "identifier": "https://datacarpentry.github.io/OpenRefine-ecology-lesson/instructor/reference.html",
   "dateCreated": "2015-04-04",
   "dateModified": "2023-05-09",
-  "datePublished": "2024-07-09"
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/key-points.html b/key-points.html
index 4ab657f8..77085f4e 100644
--- a/key-points.html
+++ b/key-points.html
@@ -515,8 +515,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://datacarpentry.github.io/OpenRefine-ecology-lesson/key-points.html",
   "identifier": "https://datacarpentry.github.io/OpenRefine-ecology-lesson/key-points.html",
   "dateCreated": "2015-04-04",
-  "dateModified": "2024-07-09",
-  "datePublished": "2024-07-09"
+  "dateModified": "2024-07-16",
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/pkgdown.yml b/pkgdown.yml
index 8353a386..77ad9a3e 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,4 +2,4 @@ pandoc: 3.1.11
 pkgdown: 2.1.0
 pkgdown_sha: ~
 articles: {}
-last_built: 2024-07-09T00:23Z
+last_built: 2024-07-16T00:24Z
diff --git a/profiles.html b/profiles.html
index bf32ab6d..fdf53fcb 100644
--- a/profiles.html
+++ b/profiles.html
@@ -372,8 +372,8 @@ <h1>Learner Profiles</h1>
   "url": "https://datacarpentry.github.io/OpenRefine-ecology-lesson/profiles.html",
   "identifier": "https://datacarpentry.github.io/OpenRefine-ecology-lesson/profiles.html",
   "dateCreated": "2015-04-04",
-  "dateModified": "2024-07-09",
-  "datePublished": "2024-07-09"
+  "dateModified": "2024-07-16",
+  "datePublished": "2024-07-16"
 }
 
   </script><script>
diff --git a/reference.html b/reference.html
index 0332f325..52d0e78a 100644
--- a/reference.html
+++ b/reference.html
@@ -413,7 +413,7 @@ <h1>Glossary</h1>
   "identifier": "https://datacarpentry.github.io/OpenRefine-ecology-lesson/reference.html",
   "dateCreated": "2015-04-04",
   "dateModified": "2023-05-09",
-  "datePublished": "2024-07-09"
+  "datePublished": "2024-07-16"
 }
 
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