diff --git a/00-short-introduction-to-Python.html b/00-short-introduction-to-Python.html
index 9f3e1d5..b4f80d7 100644
--- a/00-short-introduction-to-Python.html
+++ b/00-short-introduction-to-Python.html
@@ -773,7 +773,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
   "identifier": "https://carpentries-incubator.github.io/python-humanities-lesson/00-short-introduction-to-Python.html",
   "dateCreated": "2024-11-19",
   "dateModified": "2024-02-13",
-  "datePublished": "2024-11-26"
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/01-starting-with-data.html b/01-starting-with-data.html
index 1844492..3601cbd 100644
--- a/01-starting-with-data.html
+++ b/01-starting-with-data.html
@@ -839,7 +839,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Did you get #3 right?
   </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><strong>A Snippet of the Output from challenge 3 looks
 like:</strong></p>
@@ -1065,7 +1065,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
   "identifier": "https://carpentries-incubator.github.io/python-humanities-lesson/01-starting-with-data.html",
   "dateCreated": "2024-11-19",
   "dateModified": "2024-02-13",
-  "datePublished": "2024-11-26"
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/02-index-slice-subset.html b/02-index-slice-subset.html
index 7df85ae..efdbe27 100644
--- a/02-index-slice-subset.html
+++ b/02-index-slice-subset.html
@@ -939,7 +939,7 @@ <h3 class="callout-title">Challenge - Putting it all together</h3>
   "identifier": "https://carpentries-incubator.github.io/python-humanities-lesson/02-index-slice-subset.html",
   "dateCreated": "2024-11-19",
   "dateModified": "2024-02-13",
-  "datePublished": "2024-11-26"
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/03-data-types-and-format.html b/03-data-types-and-format.html
index c27b3fa..d9c4981 100644
--- a/03-data-types-and-format.html
+++ b/03-data-types-and-format.html
@@ -742,7 +742,7 @@ <h3 id="recap">Recap<a class="anchor" aria-label="anchor" href="#recap"></a></h3
   "identifier": "https://carpentries-incubator.github.io/python-humanities-lesson/03-data-types-and-format.html",
   "dateCreated": "2024-11-19",
   "dateModified": "2024-02-13",
-  "datePublished": "2024-11-26"
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/04-merging-data.html b/04-merging-data.html
index fcec7aa..bf07bb7 100644
--- a/04-merging-data.html
+++ b/04-merging-data.html
@@ -820,7 +820,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
   "identifier": "https://carpentries-incubator.github.io/python-humanities-lesson/04-merging-data.html",
   "dateCreated": "2024-11-19",
   "dateModified": "2024-02-13",
-  "datePublished": "2024-11-26"
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/05-loops-and-functions.html b/05-loops-and-functions.html
index 5e8a23e..f576369 100644
--- a/05-loops-and-functions.html
+++ b/05-loops-and-functions.html
@@ -1138,7 +1138,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
   "identifier": "https://carpentries-incubator.github.io/python-humanities-lesson/05-loops-and-functions.html",
   "dateCreated": "2024-11-19",
   "dateModified": "2024-02-13",
-  "datePublished": "2024-11-26"
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/06-visualization-ggplot-python.html b/06-visualization-ggplot-python.html
index f52a23e..ac1ba10 100644
--- a/06-visualization-ggplot-python.html
+++ b/06-visualization-ggplot-python.html
@@ -616,7 +616,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
   "identifier": "https://carpentries-incubator.github.io/python-humanities-lesson/06-visualization-ggplot-python.html",
   "dateCreated": "2024-11-19",
   "dateModified": "2024-02-13",
-  "datePublished": "2024-11-26"
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/07-putting-it-all-together.html b/07-putting-it-all-together.html
index 435b619..0ee8fb6 100644
--- a/07-putting-it-all-together.html
+++ b/07-putting-it-all-together.html
@@ -733,7 +733,7 @@ <h3 class="callout-title">Challenge - Final Plot</h3>
   "identifier": "https://carpentries-incubator.github.io/python-humanities-lesson/07-putting-it-all-together.html",
   "dateCreated": "2024-11-19",
   "dateModified": "2024-02-13",
-  "datePublished": "2024-11-26"
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/08-working-with-sql.html b/08-working-with-sql.html
index 71b56d5..0a19493 100644
--- a/08-working-with-sql.html
+++ b/08-working-with-sql.html
@@ -572,7 +572,7 @@ <h3 class="callout-title">Challenge - Saving your work</h3>
   "identifier": "https://carpentries-incubator.github.io/python-humanities-lesson/08-working-with-sql.html",
   "dateCreated": "2024-11-19",
   "dateModified": "2024-02-13",
-  "datePublished": "2024-11-26"
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/404.html b/404.html
index 4913e6c..dc853a1 100644
--- a/404.html
+++ b/404.html
@@ -407,8 +407,8 @@ <h1>Page not found</h1>
   "url": "https://carpentries-incubator.github.io/python-humanities-lesson/404.html",
   "identifier": "https://carpentries-incubator.github.io/python-humanities-lesson/404.html",
   "dateCreated": "2024-11-19",
-  "dateModified": "2024-11-26",
-  "datePublished": "2024-11-26"
+  "dateModified": "2024-12-03",
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index b5ce61b..24ffb38 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -422,7 +422,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://carpentries-incubator.github.io/python-humanities-lesson/CODE_OF_CONDUCT.html",
   "dateCreated": "2024-11-19",
   "dateModified": "2024-02-13",
-  "datePublished": "2024-11-26"
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/CONTRIBUTORS.html b/CONTRIBUTORS.html
index 6418e84..56cc4f8 100644
--- a/CONTRIBUTORS.html
+++ b/CONTRIBUTORS.html
@@ -445,7 +445,7 @@ <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><
   "identifier": "https://carpentries-incubator.github.io/python-humanities-lesson/CONTRIBUTORS.html",
   "dateCreated": "2024-11-19",
   "dateModified": "2024-02-13",
-  "datePublished": "2024-11-26"
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index a9b1ee9..4e0224c 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -470,7 +470,7 @@ <h1>Licenses</h1>
   "identifier": "https://carpentries-incubator.github.io/python-humanities-lesson/LICENSE.html",
   "dateCreated": "2024-11-19",
   "dateModified": "2024-02-13",
-  "datePublished": "2024-11-26"
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/NEWS.html b/NEWS.html
index 84560a8..158a764 100644
--- a/NEWS.html
+++ b/NEWS.html
@@ -416,7 +416,7 @@ <h1></h1>
   "identifier": "https://carpentries-incubator.github.io/python-humanities-lesson/NEWS.html",
   "dateCreated": "2024-11-19",
   "dateModified": "2024-02-13",
-  "datePublished": "2024-11-26"
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index 3585104..9c00b46 100644
--- a/aio.html
+++ b/aio.html
@@ -1327,7 +1327,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Did you get #3 right?
   </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><strong>A Snippet of the Output from challenge 3 looks
 like:</strong></p>
@@ -4354,8 +4354,8 @@ <h3 class="callout-title">Challenge - Saving your work</h3>
   "url": "https://carpentries-incubator.github.io/python-humanities-lesson/aio.html",
   "identifier": "https://carpentries-incubator.github.io/python-humanities-lesson/aio.html",
   "dateCreated": "2024-11-19",
-  "dateModified": "2024-11-26",
-  "datePublished": "2024-11-26"
+  "dateModified": "2024-12-03",
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/discuss.html b/discuss.html
index 86a884d..3ec8429 100644
--- a/discuss.html
+++ b/discuss.html
@@ -415,7 +415,7 @@ <h1>Discussion</h1>
   "identifier": "https://carpentries-incubator.github.io/python-humanities-lesson/discuss.html",
   "dateCreated": "2024-11-19",
   "dateModified": "2024-02-13",
-  "datePublished": "2024-11-26"
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/images.html b/images.html
index e18a639..fe0cc90 100644
--- a/images.html
+++ b/images.html
@@ -496,8 +496,8 @@ <h3 id="06-visualization-ggplot-python-figure-7">Figure 7</h3>
   "url": "https://carpentries-incubator.github.io/python-humanities-lesson/images.html",
   "identifier": "https://carpentries-incubator.github.io/python-humanities-lesson/images.html",
   "dateCreated": "2024-11-19",
-  "dateModified": "2024-11-26",
-  "datePublished": "2024-11-26"
+  "dateModified": "2024-12-03",
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/index.html b/index.html
index 1ca0efc..175c93d 100644
--- a/index.html
+++ b/index.html
@@ -645,8 +645,8 @@ <h3 id="help-and-more-information">Help and more information<a class="anchor" ar
   "url": "https://carpentries-incubator.github.io/python-humanities-lesson/index.html",
   "identifier": "https://carpentries-incubator.github.io/python-humanities-lesson/index.html",
   "dateCreated": "2024-11-19",
-  "dateModified": "2024-11-26",
-  "datePublished": "2024-11-26"
+  "dateModified": "2024-12-03",
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/instructor-notes.html b/instructor-notes.html
index 0cf94ce..ce2ee04 100644
--- a/instructor-notes.html
+++ b/instructor-notes.html
@@ -998,8 +998,8 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
   "url": "https://carpentries-incubator.github.io/python-humanities-lesson/instructor-notes.html",
   "identifier": "https://carpentries-incubator.github.io/python-humanities-lesson/instructor-notes.html",
   "dateCreated": "2024-11-19",
-  "dateModified": "2024-11-26",
-  "datePublished": "2024-11-26"
+  "dateModified": "2024-12-03",
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/instructor/00-short-introduction-to-Python.html b/instructor/00-short-introduction-to-Python.html
index 647dac1..0173b77 100644
--- a/instructor/00-short-introduction-to-Python.html
+++ b/instructor/00-short-introduction-to-Python.html
@@ -775,7 +775,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
   "identifier": "https://carpentries-incubator.github.io/python-humanities-lesson/instructor/00-short-introduction-to-Python.html",
   "dateCreated": "2024-11-19",
   "dateModified": "2024-02-13",
-  "datePublished": "2024-11-26"
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/instructor/01-starting-with-data.html b/instructor/01-starting-with-data.html
index 842f7d6..a397974 100644
--- a/instructor/01-starting-with-data.html
+++ b/instructor/01-starting-with-data.html
@@ -841,7 +841,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Did you get #3 right?
   </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><strong>A Snippet of the Output from challenge 3 looks
 like:</strong></p>
@@ -1067,7 +1067,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
   "identifier": "https://carpentries-incubator.github.io/python-humanities-lesson/instructor/01-starting-with-data.html",
   "dateCreated": "2024-11-19",
   "dateModified": "2024-02-13",
-  "datePublished": "2024-11-26"
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/instructor/02-index-slice-subset.html b/instructor/02-index-slice-subset.html
index 196a004..8f834c3 100644
--- a/instructor/02-index-slice-subset.html
+++ b/instructor/02-index-slice-subset.html
@@ -941,7 +941,7 @@ <h3 class="callout-title">Challenge - Putting it all together</h3>
   "identifier": "https://carpentries-incubator.github.io/python-humanities-lesson/instructor/02-index-slice-subset.html",
   "dateCreated": "2024-11-19",
   "dateModified": "2024-02-13",
-  "datePublished": "2024-11-26"
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/instructor/03-data-types-and-format.html b/instructor/03-data-types-and-format.html
index fd1971a..ceef295 100644
--- a/instructor/03-data-types-and-format.html
+++ b/instructor/03-data-types-and-format.html
@@ -744,7 +744,7 @@ <h3 id="recap">Recap<a class="anchor" aria-label="anchor" href="#recap"></a></h3
   "identifier": "https://carpentries-incubator.github.io/python-humanities-lesson/instructor/03-data-types-and-format.html",
   "dateCreated": "2024-11-19",
   "dateModified": "2024-02-13",
-  "datePublished": "2024-11-26"
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/instructor/04-merging-data.html b/instructor/04-merging-data.html
index 71e8504..85aa9f2 100644
--- a/instructor/04-merging-data.html
+++ b/instructor/04-merging-data.html
@@ -822,7 +822,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
   "identifier": "https://carpentries-incubator.github.io/python-humanities-lesson/instructor/04-merging-data.html",
   "dateCreated": "2024-11-19",
   "dateModified": "2024-02-13",
-  "datePublished": "2024-11-26"
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/instructor/05-loops-and-functions.html b/instructor/05-loops-and-functions.html
index 50e0ea3..c392290 100644
--- a/instructor/05-loops-and-functions.html
+++ b/instructor/05-loops-and-functions.html
@@ -1140,7 +1140,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
   "identifier": "https://carpentries-incubator.github.io/python-humanities-lesson/instructor/05-loops-and-functions.html",
   "dateCreated": "2024-11-19",
   "dateModified": "2024-02-13",
-  "datePublished": "2024-11-26"
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/instructor/06-visualization-ggplot-python.html b/instructor/06-visualization-ggplot-python.html
index 5de4d79..5e39f6c 100644
--- a/instructor/06-visualization-ggplot-python.html
+++ b/instructor/06-visualization-ggplot-python.html
@@ -618,7 +618,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
   "identifier": "https://carpentries-incubator.github.io/python-humanities-lesson/instructor/06-visualization-ggplot-python.html",
   "dateCreated": "2024-11-19",
   "dateModified": "2024-02-13",
-  "datePublished": "2024-11-26"
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/instructor/07-putting-it-all-together.html b/instructor/07-putting-it-all-together.html
index 7dcef60..09479bc 100644
--- a/instructor/07-putting-it-all-together.html
+++ b/instructor/07-putting-it-all-together.html
@@ -735,7 +735,7 @@ <h3 class="callout-title">Challenge - Final Plot</h3>
   "identifier": "https://carpentries-incubator.github.io/python-humanities-lesson/instructor/07-putting-it-all-together.html",
   "dateCreated": "2024-11-19",
   "dateModified": "2024-02-13",
-  "datePublished": "2024-11-26"
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/instructor/08-working-with-sql.html b/instructor/08-working-with-sql.html
index 2dd70ad..ae922c9 100644
--- a/instructor/08-working-with-sql.html
+++ b/instructor/08-working-with-sql.html
@@ -574,7 +574,7 @@ <h3 class="callout-title">Challenge - Saving your work</h3>
   "identifier": "https://carpentries-incubator.github.io/python-humanities-lesson/instructor/08-working-with-sql.html",
   "dateCreated": "2024-11-19",
   "dateModified": "2024-02-13",
-  "datePublished": "2024-11-26"
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/instructor/404.html b/instructor/404.html
index 8bf8fed..a1a83c1 100644
--- a/instructor/404.html
+++ b/instructor/404.html
@@ -407,8 +407,8 @@ <h1>Page not found</h1>
   "url": "https://carpentries-incubator.github.io/python-humanities-lesson/instructor/404.html",
   "identifier": "https://carpentries-incubator.github.io/python-humanities-lesson/instructor/404.html",
   "dateCreated": "2024-11-19",
-  "dateModified": "2024-11-26",
-  "datePublished": "2024-11-26"
+  "dateModified": "2024-12-03",
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index a40c706..d3852e6 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
@@ -424,7 +424,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://carpentries-incubator.github.io/python-humanities-lesson/instructor/CODE_OF_CONDUCT.html",
   "dateCreated": "2024-11-19",
   "dateModified": "2024-02-13",
-  "datePublished": "2024-11-26"
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/instructor/CONTRIBUTORS.html b/instructor/CONTRIBUTORS.html
index c297190..88451b2 100644
--- a/instructor/CONTRIBUTORS.html
+++ b/instructor/CONTRIBUTORS.html
@@ -447,7 +447,7 @@ <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><
   "identifier": "https://carpentries-incubator.github.io/python-humanities-lesson/instructor/CONTRIBUTORS.html",
   "dateCreated": "2024-11-19",
   "dateModified": "2024-02-13",
-  "datePublished": "2024-11-26"
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index 8278460..d13abca 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -472,7 +472,7 @@ <h1>Licenses</h1>
   "identifier": "https://carpentries-incubator.github.io/python-humanities-lesson/instructor/LICENSE.html",
   "dateCreated": "2024-11-19",
   "dateModified": "2024-02-13",
-  "datePublished": "2024-11-26"
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/instructor/NEWS.html b/instructor/NEWS.html
index 25391d3..5feefec 100644
--- a/instructor/NEWS.html
+++ b/instructor/NEWS.html
@@ -418,7 +418,7 @@ <h1></h1>
   "identifier": "https://carpentries-incubator.github.io/python-humanities-lesson/instructor/NEWS.html",
   "dateCreated": "2024-11-19",
   "dateModified": "2024-02-13",
-  "datePublished": "2024-11-26"
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/instructor/aio.html b/instructor/aio.html
index 81808af..de8962b 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -1331,7 +1331,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Did you get #3 right?
   </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><strong>A Snippet of the Output from challenge 3 looks
 like:</strong></p>
@@ -4365,8 +4365,8 @@ <h3 class="callout-title">Challenge - Saving your work</h3>
   "url": "https://carpentries-incubator.github.io/python-humanities-lesson/instructor/aio.html",
   "identifier": "https://carpentries-incubator.github.io/python-humanities-lesson/instructor/aio.html",
   "dateCreated": "2024-11-19",
-  "dateModified": "2024-11-26",
-  "datePublished": "2024-11-26"
+  "dateModified": "2024-12-03",
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/instructor/discuss.html b/instructor/discuss.html
index 4e96986..efc6251 100644
--- a/instructor/discuss.html
+++ b/instructor/discuss.html
@@ -417,7 +417,7 @@ <h1>Discussion</h1>
   "identifier": "https://carpentries-incubator.github.io/python-humanities-lesson/instructor/discuss.html",
   "dateCreated": "2024-11-19",
   "dateModified": "2024-02-13",
-  "datePublished": "2024-11-26"
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/instructor/images.html b/instructor/images.html
index 42c4b8f..9bf3c0c 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -498,8 +498,8 @@ <h3 id="06-visualization-ggplot-python-figure-7">Figure 7</h3>
   "url": "https://carpentries-incubator.github.io/python-humanities-lesson/instructor/images.html",
   "identifier": "https://carpentries-incubator.github.io/python-humanities-lesson/instructor/images.html",
   "dateCreated": "2024-11-19",
-  "dateModified": "2024-11-26",
-  "datePublished": "2024-11-26"
+  "dateModified": "2024-12-03",
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/instructor/index.html b/instructor/index.html
index 0432603..90c7d78 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -741,8 +741,8 @@ <h3 id="help-and-more-information">Help and more information<a class="anchor" ar
   "url": "https://carpentries-incubator.github.io/python-humanities-lesson/instructor/index.html",
   "identifier": "https://carpentries-incubator.github.io/python-humanities-lesson/instructor/index.html",
   "dateCreated": "2024-11-19",
-  "dateModified": "2024-11-26",
-  "datePublished": "2024-11-26"
+  "dateModified": "2024-12-03",
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index b13dc81..f1b0100 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -1009,8 +1009,8 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
   "url": "https://carpentries-incubator.github.io/python-humanities-lesson/instructor/instructor-notes.html",
   "identifier": "https://carpentries-incubator.github.io/python-humanities-lesson/instructor/instructor-notes.html",
   "dateCreated": "2024-11-19",
-  "dateModified": "2024-11-26",
-  "datePublished": "2024-11-26"
+  "dateModified": "2024-12-03",
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/instructor/key-points.html b/instructor/key-points.html
index 99795ed..0d842a3 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
@@ -463,8 +463,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://carpentries-incubator.github.io/python-humanities-lesson/instructor/key-points.html",
   "identifier": "https://carpentries-incubator.github.io/python-humanities-lesson/instructor/key-points.html",
   "dateCreated": "2024-11-19",
-  "dateModified": "2024-11-26",
-  "datePublished": "2024-11-26"
+  "dateModified": "2024-12-03",
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/instructor/profiles.html b/instructor/profiles.html
index 2d560ee..a04b9e1 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -373,8 +373,8 @@ <h1>Learner Profiles</h1>
   "url": "https://carpentries-incubator.github.io/python-humanities-lesson/instructor/profiles.html",
   "identifier": "https://carpentries-incubator.github.io/python-humanities-lesson/instructor/profiles.html",
   "dateCreated": "2024-11-19",
-  "dateModified": "2024-11-26",
-  "datePublished": "2024-11-26"
+  "dateModified": "2024-12-03",
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/instructor/reference.html b/instructor/reference.html
index 5797b6f..3b67490 100644
--- a/instructor/reference.html
+++ b/instructor/reference.html
@@ -415,7 +415,7 @@ <h1></h1>
   "identifier": "https://carpentries-incubator.github.io/python-humanities-lesson/instructor/reference.html",
   "dateCreated": "2024-11-19",
   "dateModified": "2024-02-13",
-  "datePublished": "2024-11-26"
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/key-points.html b/key-points.html
index e229a14..cdec019 100644
--- a/key-points.html
+++ b/key-points.html
@@ -461,8 +461,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://carpentries-incubator.github.io/python-humanities-lesson/key-points.html",
   "identifier": "https://carpentries-incubator.github.io/python-humanities-lesson/key-points.html",
   "dateCreated": "2024-11-19",
-  "dateModified": "2024-11-26",
-  "datePublished": "2024-11-26"
+  "dateModified": "2024-12-03",
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/pkgdown.yml b/pkgdown.yml
index c0e019b..e232889 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,4 +2,4 @@ pandoc: 3.1.11
 pkgdown: 2.1.1
 pkgdown_sha: ~
 articles: {}
-last_built: 2024-11-26T01:13Z
+last_built: 2024-12-03T01:16Z
diff --git a/profiles.html b/profiles.html
index c82e419..03d51c5 100644
--- a/profiles.html
+++ b/profiles.html
@@ -373,8 +373,8 @@ <h1>Learner Profiles</h1>
   "url": "https://carpentries-incubator.github.io/python-humanities-lesson/profiles.html",
   "identifier": "https://carpentries-incubator.github.io/python-humanities-lesson/profiles.html",
   "dateCreated": "2024-11-19",
-  "dateModified": "2024-11-26",
-  "datePublished": "2024-11-26"
+  "dateModified": "2024-12-03",
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/reference.html b/reference.html
index 3cc118a..688ad10 100644
--- a/reference.html
+++ b/reference.html
@@ -413,7 +413,7 @@ <h1></h1>
   "identifier": "https://carpentries-incubator.github.io/python-humanities-lesson/reference.html",
   "dateCreated": "2024-11-19",
   "dateModified": "2024-02-13",
-  "datePublished": "2024-11-26"
+  "datePublished": "2024-12-03"
 }
 
   </script><script>