diff --git a/01-relational-database.html b/01-relational-database.html
index da13016..19ba985 100644
--- a/01-relational-database.html
+++ b/01-relational-database.html
@@ -656,7 +656,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://datacarpentry.github.io/sql-socialsci/01-relational-database.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-11-19"
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/02-db-browser.html b/02-db-browser.html
index 053e139..e0e3b14 100644
--- a/02-db-browser.html
+++ b/02-db-browser.html
@@ -615,7 +615,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://datacarpentry.github.io/sql-socialsci/02-db-browser.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-11-19"
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/03-select.html b/03-select.html
index 444cfbf..af85fec 100644
--- a/03-select.html
+++ b/03-select.html
@@ -520,7 +520,7 @@ <h3 class="callout-title">Exercise</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb6">
 <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -609,7 +609,7 @@ <h3 class="callout-title">Exercise</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>To test each of the <code>OR</code> clauses</p>
 <div class="codewrapper sourceCode" id="cb11">
@@ -690,7 +690,7 @@ <h3 class="callout-title">Exercise</h3>
 <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" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <pre><code>SELECT Id, A09_village, A11_years_farm, B16_years_liv
 FROM Farms
@@ -816,7 +816,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://datacarpentry.github.io/sql-socialsci/03-select.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-11-19"
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/04-missing-data.html b/04-missing-data.html
index 8ae0fa2..a23fb92 100644
--- a/04-missing-data.html
+++ b/04-missing-data.html
@@ -569,7 +569,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://datacarpentry.github.io/sql-socialsci/04-missing-data.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-11-19"
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/05-creating-new-columns.html b/05-creating-new-columns.html
index 45185c1..ed35eba 100644
--- a/05-creating-new-columns.html
+++ b/05-creating-new-columns.html
@@ -838,7 +838,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://datacarpentry.github.io/sql-socialsci/05-creating-new-columns.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-11-19"
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/06-aggregation.html b/06-aggregation.html
index 45df700..8723ffe 100644
--- a/06-aggregation.html
+++ b/06-aggregation.html
@@ -715,7 +715,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://datacarpentry.github.io/sql-socialsci/06-aggregation.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-11-19"
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/07-creating-tables-views.html b/07-creating-tables-views.html
index 6a2e07f..142618e 100644
--- a/07-creating-tables-views.html
+++ b/07-creating-tables-views.html
@@ -745,7 +745,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://datacarpentry.github.io/sql-socialsci/07-creating-tables-views.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-11-19"
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/08-sqlite-command-line.html b/08-sqlite-command-line.html
index ffa1c3d..c7e0274 100644
--- a/08-sqlite-command-line.html
+++ b/08-sqlite-command-line.html
@@ -642,7 +642,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://datacarpentry.github.io/sql-socialsci/08-sqlite-command-line.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-11-19"
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/09-joins.html b/09-joins.html
index 106f508..854908b 100644
--- a/09-joins.html
+++ b/09-joins.html
@@ -793,7 +793,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://datacarpentry.github.io/sql-socialsci/09-joins.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-11-19"
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/10-other-environments.html b/10-other-environments.html
index beca407..bd58a53 100644
--- a/10-other-environments.html
+++ b/10-other-environments.html
@@ -624,7 +624,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://datacarpentry.github.io/sql-socialsci/10-other-environments.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-11-19"
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/404.html b/404.html
index b82f3d8..a1fb09f 100644
--- a/404.html
+++ b/404.html
@@ -418,8 +418,8 @@ <h1>Page not found</h1>
   "url": "https://datacarpentry.github.io/sql-socialsci/404.html",
   "identifier": "https://datacarpentry.github.io/sql-socialsci/404.html",
   "dateCreated": "2017-05-25",
-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
+  "dateModified": "2024-11-26",
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index 4e4b681..fe45634 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -431,7 +431,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://datacarpentry.github.io/sql-socialsci/CODE_OF_CONDUCT.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-11-19"
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index d618416..caf7aba 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -479,7 +479,7 @@ <h1>Licenses</h1>
   "identifier": "https://datacarpentry.github.io/sql-socialsci/LICENSE.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-11-19"
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index 9efb706..150a34b 100644
--- a/aio.html
+++ b/aio.html
@@ -1133,7 +1133,7 @@ <h3 class="callout-title">Exercise</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb6">
 <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1226,7 +1226,7 @@ <h3 class="callout-title">Exercise</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>To test each of the <code>OR</code> clauses</p>
 <div class="codewrapper sourceCode" id="cb11">
@@ -1307,7 +1307,7 @@ <h3 class="callout-title">Exercise</h3>
 <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" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <pre><code>SELECT Id, A09_village, A11_years_farm, B16_years_liv
 FROM Farms
@@ -3524,8 +3524,8 @@ <h3 class="callout-title">Key Points</h3>
   "url": "https://datacarpentry.github.io/sql-socialsci/aio.html",
   "identifier": "https://datacarpentry.github.io/sql-socialsci/aio.html",
   "dateCreated": "2017-05-25",
-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
+  "dateModified": "2024-11-26",
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/discuss.html b/discuss.html
index b7434ec..6534c32 100644
--- a/discuss.html
+++ b/discuss.html
@@ -424,7 +424,7 @@ <h1>Discussion</h1>
   "identifier": "https://datacarpentry.github.io/sql-socialsci/discuss.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-11-19"
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/images.html b/images.html
index e071641..df99330 100644
--- a/images.html
+++ b/images.html
@@ -555,8 +555,8 @@ <h3 id="10-other-environments-figure-6">Figure 6</h3>
   "url": "https://datacarpentry.github.io/sql-socialsci/images.html",
   "identifier": "https://datacarpentry.github.io/sql-socialsci/images.html",
   "dateCreated": "2017-05-25",
-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
+  "dateModified": "2024-11-26",
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/index.html b/index.html
index 703fbd3..538093c 100644
--- a/index.html
+++ b/index.html
@@ -510,8 +510,8 @@ <h3 id="installing-for-windows-">Installing for Windows.<a class="anchor" aria-l
   "url": "https://datacarpentry.github.io/sql-socialsci/index.html",
   "identifier": "https://datacarpentry.github.io/sql-socialsci/index.html",
   "dateCreated": "2017-05-25",
-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
+  "dateModified": "2024-11-26",
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/instructor-notes.html b/instructor-notes.html
index 961d02a..f0b4479 100644
--- a/instructor-notes.html
+++ b/instructor-notes.html
@@ -563,8 +563,8 @@ <h1>Instructor Notes</h1>
   "url": "https://datacarpentry.github.io/sql-socialsci/instructor-notes.html",
   "identifier": "https://datacarpentry.github.io/sql-socialsci/instructor-notes.html",
   "dateCreated": "2017-05-25",
-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
+  "dateModified": "2024-11-26",
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/instructor/01-relational-database.html b/instructor/01-relational-database.html
index 25fc27a..78a6c93 100644
--- a/instructor/01-relational-database.html
+++ b/instructor/01-relational-database.html
@@ -658,7 +658,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://datacarpentry.github.io/sql-socialsci/instructor/01-relational-database.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-11-19"
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/instructor/02-db-browser.html b/instructor/02-db-browser.html
index e2993b3..281200f 100644
--- a/instructor/02-db-browser.html
+++ b/instructor/02-db-browser.html
@@ -617,7 +617,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://datacarpentry.github.io/sql-socialsci/instructor/02-db-browser.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-11-19"
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/instructor/03-select.html b/instructor/03-select.html
index 309efe3..6c2f3b0 100644
--- a/instructor/03-select.html
+++ b/instructor/03-select.html
@@ -522,7 +522,7 @@ <h3 class="callout-title">Exercise</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb6">
 <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -611,7 +611,7 @@ <h3 class="callout-title">Exercise</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>To test each of the <code>OR</code> clauses</p>
 <div class="codewrapper sourceCode" id="cb11">
@@ -692,7 +692,7 @@ <h3 class="callout-title">Exercise</h3>
 <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" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <pre><code>SELECT Id, A09_village, A11_years_farm, B16_years_liv
 FROM Farms
@@ -818,7 +818,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://datacarpentry.github.io/sql-socialsci/instructor/03-select.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-11-19"
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/instructor/04-missing-data.html b/instructor/04-missing-data.html
index 793de9d..7154c4d 100644
--- a/instructor/04-missing-data.html
+++ b/instructor/04-missing-data.html
@@ -571,7 +571,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://datacarpentry.github.io/sql-socialsci/instructor/04-missing-data.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-11-19"
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/instructor/05-creating-new-columns.html b/instructor/05-creating-new-columns.html
index 94a5741..e844fd2 100644
--- a/instructor/05-creating-new-columns.html
+++ b/instructor/05-creating-new-columns.html
@@ -840,7 +840,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://datacarpentry.github.io/sql-socialsci/instructor/05-creating-new-columns.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-11-19"
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/instructor/06-aggregation.html b/instructor/06-aggregation.html
index a209fa7..676328e 100644
--- a/instructor/06-aggregation.html
+++ b/instructor/06-aggregation.html
@@ -717,7 +717,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://datacarpentry.github.io/sql-socialsci/instructor/06-aggregation.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-11-19"
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/instructor/07-creating-tables-views.html b/instructor/07-creating-tables-views.html
index 642033b..54825af 100644
--- a/instructor/07-creating-tables-views.html
+++ b/instructor/07-creating-tables-views.html
@@ -747,7 +747,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://datacarpentry.github.io/sql-socialsci/instructor/07-creating-tables-views.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-11-19"
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/instructor/08-sqlite-command-line.html b/instructor/08-sqlite-command-line.html
index b8cbd01..1a2da34 100644
--- a/instructor/08-sqlite-command-line.html
+++ b/instructor/08-sqlite-command-line.html
@@ -644,7 +644,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://datacarpentry.github.io/sql-socialsci/instructor/08-sqlite-command-line.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-11-19"
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/instructor/09-joins.html b/instructor/09-joins.html
index f7d88f8..18e5f54 100644
--- a/instructor/09-joins.html
+++ b/instructor/09-joins.html
@@ -795,7 +795,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://datacarpentry.github.io/sql-socialsci/instructor/09-joins.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-11-19"
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/instructor/10-other-environments.html b/instructor/10-other-environments.html
index 6e1e227..cc0d7f6 100644
--- a/instructor/10-other-environments.html
+++ b/instructor/10-other-environments.html
@@ -626,7 +626,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://datacarpentry.github.io/sql-socialsci/instructor/10-other-environments.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-11-19"
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/instructor/404.html b/instructor/404.html
index 90dc5da..76e3e14 100644
--- a/instructor/404.html
+++ b/instructor/404.html
@@ -418,8 +418,8 @@ <h1>Page not found</h1>
   "url": "https://datacarpentry.github.io/sql-socialsci/instructor/404.html",
   "identifier": "https://datacarpentry.github.io/sql-socialsci/instructor/404.html",
   "dateCreated": "2017-05-25",
-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
+  "dateModified": "2024-11-26",
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index c3bdf79..1f7d141 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
@@ -433,7 +433,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://datacarpentry.github.io/sql-socialsci/instructor/CODE_OF_CONDUCT.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-11-19"
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index b15b807..a77fa20 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -481,7 +481,7 @@ <h1>Licenses</h1>
   "identifier": "https://datacarpentry.github.io/sql-socialsci/instructor/LICENSE.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-11-19"
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/instructor/aio.html b/instructor/aio.html
index 13987d9..61a43b2 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -1138,7 +1138,7 @@ <h3 class="callout-title">Exercise</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb6">
 <h3 class="code-label">SQL<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1231,7 +1231,7 @@ <h3 class="callout-title">Exercise</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>To test each of the <code>OR</code> clauses</p>
 <div class="codewrapper sourceCode" id="cb11">
@@ -1312,7 +1312,7 @@ <h3 class="callout-title">Exercise</h3>
 <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" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <pre><code>SELECT Id, A09_village, A11_years_farm, B16_years_liv
 FROM Farms
@@ -3536,8 +3536,8 @@ <h3 class="callout-title">Key Points</h3>
   "url": "https://datacarpentry.github.io/sql-socialsci/instructor/aio.html",
   "identifier": "https://datacarpentry.github.io/sql-socialsci/instructor/aio.html",
   "dateCreated": "2017-05-25",
-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
+  "dateModified": "2024-11-26",
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/instructor/discuss.html b/instructor/discuss.html
index e459a19..477dd24 100644
--- a/instructor/discuss.html
+++ b/instructor/discuss.html
@@ -426,7 +426,7 @@ <h1>Discussion</h1>
   "identifier": "https://datacarpentry.github.io/sql-socialsci/instructor/discuss.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-11-19"
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/instructor/images.html b/instructor/images.html
index 2078217..a6fb180 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -557,8 +557,8 @@ <h3 id="10-other-environments-figure-6">Figure 6</h3>
   "url": "https://datacarpentry.github.io/sql-socialsci/instructor/images.html",
   "identifier": "https://datacarpentry.github.io/sql-socialsci/instructor/images.html",
   "dateCreated": "2017-05-25",
-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
+  "dateModified": "2024-11-26",
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/instructor/index.html b/instructor/index.html
index 62dac9b..f71bcdc 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -618,8 +618,8 @@ <h3 id="installing-for-windows-">Installing for Windows.<a class="anchor" aria-l
   "url": "https://datacarpentry.github.io/sql-socialsci/instructor/index.html",
   "identifier": "https://datacarpentry.github.io/sql-socialsci/instructor/index.html",
   "dateCreated": "2017-05-25",
-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
+  "dateModified": "2024-11-26",
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index c99cddc..e3bf054 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -575,8 +575,8 @@ <h1>Instructor Notes</h1>
   "url": "https://datacarpentry.github.io/sql-socialsci/instructor/instructor-notes.html",
   "identifier": "https://datacarpentry.github.io/sql-socialsci/instructor/instructor-notes.html",
   "dateCreated": "2017-05-25",
-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
+  "dateModified": "2024-11-26",
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/instructor/key-points.html b/instructor/key-points.html
index 4404fc0..d7dc324 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
@@ -580,8 +580,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://datacarpentry.github.io/sql-socialsci/instructor/key-points.html",
   "identifier": "https://datacarpentry.github.io/sql-socialsci/instructor/key-points.html",
   "dateCreated": "2017-05-25",
-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
+  "dateModified": "2024-11-26",
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/instructor/profiles.html b/instructor/profiles.html
index ef8b6c9..e4988d2 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -382,8 +382,8 @@ <h1>Learner Profiles</h1>
   "url": "https://datacarpentry.github.io/sql-socialsci/instructor/profiles.html",
   "identifier": "https://datacarpentry.github.io/sql-socialsci/instructor/profiles.html",
   "dateCreated": "2017-05-25",
-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
+  "dateModified": "2024-11-26",
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/instructor/reference.html b/instructor/reference.html
index 3740b4d..fbe029e 100644
--- a/instructor/reference.html
+++ b/instructor/reference.html
@@ -425,7 +425,7 @@ <h1>Glossary</h1>
   "identifier": "https://datacarpentry.github.io/sql-socialsci/instructor/reference.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-11-19"
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/instructor/setup-backup.html b/instructor/setup-backup.html
index 2877357..35b6698 100644
--- a/instructor/setup-backup.html
+++ b/instructor/setup-backup.html
@@ -481,7 +481,7 @@ <h1>Pre-requisites</h1>
   "identifier": "https://datacarpentry.github.io/sql-socialsci/instructor/setup-backup.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-11-19"
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/key-points.html b/key-points.html
index 5b5aeeb..5ef5058 100644
--- a/key-points.html
+++ b/key-points.html
@@ -578,8 +578,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://datacarpentry.github.io/sql-socialsci/key-points.html",
   "identifier": "https://datacarpentry.github.io/sql-socialsci/key-points.html",
   "dateCreated": "2017-05-25",
-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
+  "dateModified": "2024-11-26",
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/pkgdown.yml b/pkgdown.yml
index a401c35..ad6a2b9 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,4 +2,4 @@ pandoc: 3.1.11
 pkgdown: 2.1.1
 pkgdown_sha: ~
 articles: {}
-last_built: 2024-11-19T00:28Z
+last_built: 2024-11-26T00:27Z
diff --git a/profiles.html b/profiles.html
index 669ef23..ff7d33e 100644
--- a/profiles.html
+++ b/profiles.html
@@ -382,8 +382,8 @@ <h1>Learner Profiles</h1>
   "url": "https://datacarpentry.github.io/sql-socialsci/profiles.html",
   "identifier": "https://datacarpentry.github.io/sql-socialsci/profiles.html",
   "dateCreated": "2017-05-25",
-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
+  "dateModified": "2024-11-26",
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/reference.html b/reference.html
index 929f8e6..e35fe58 100644
--- a/reference.html
+++ b/reference.html
@@ -423,7 +423,7 @@ <h1>Glossary</h1>
   "identifier": "https://datacarpentry.github.io/sql-socialsci/reference.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-11-19"
+  "datePublished": "2024-11-26"
 }
 
   </script><script>
diff --git a/setup-backup.html b/setup-backup.html
index 7b519c0..68905c2 100644
--- a/setup-backup.html
+++ b/setup-backup.html
@@ -479,7 +479,7 @@ <h1>Pre-requisites</h1>
   "identifier": "https://datacarpentry.github.io/sql-socialsci/setup-backup.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-11-19"
+  "datePublished": "2024-11-26"
 }
 
   </script><script>