diff --git a/00-intro.html b/00-intro.html
index bb17b75..6ff19ae 100644
--- a/00-intro.html
+++ b/00-intro.html
@@ -513,7 +513,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://datacarpentry.github.io/spreadsheets-socialsci/00-intro.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2024-09-02",
-  "datePublished": "2024-11-04"
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/01-format-data.html b/01-format-data.html
index 34301eb..d6f9764 100644
--- a/01-format-data.html
+++ b/01-format-data.html
@@ -719,7 +719,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://datacarpentry.github.io/spreadsheets-socialsci/01-format-data.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2024-09-02",
-  "datePublished": "2024-11-04"
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/02-common-mistakes.html b/02-common-mistakes.html
index a5ea8b4..300b520 100644
--- a/02-common-mistakes.html
+++ b/02-common-mistakes.html
@@ -677,7 +677,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://datacarpentry.github.io/spreadsheets-socialsci/02-common-mistakes.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2024-09-02",
-  "datePublished": "2024-11-04"
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/03-dates-as-data.html b/03-dates-as-data.html
index 4fe070e..fbd3618 100644
--- a/03-dates-as-data.html
+++ b/03-dates-as-data.html
@@ -567,7 +567,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://datacarpentry.github.io/spreadsheets-socialsci/03-dates-as-data.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2024-09-02",
-  "datePublished": "2024-11-04"
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/04-quality-assurance.html b/04-quality-assurance.html
index 1f37e8e..7ac5e46 100644
--- a/04-quality-assurance.html
+++ b/04-quality-assurance.html
@@ -405,7 +405,7 @@ <h3 class="tab-header" id="nav-tab-heading-1-Calc">
 </button>
 </div>
 </nav><div id="nav-tabContent-1" class="tab-content">
-<div id="nav-tabpanel-1-Excel" class="tab-pane show active" aria-labelledby="nav-tab-1-Excel" role="tabpanel">
+<div id="nav-tabpanel-1-Excel" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-1-Excel">
 <p>1. Select the <code>no_membrs</code> column.</p>
 <p>2. Select the <code>Data</code> tab, and in the
 <code>Data Tools</code> group, select the <code>Data Validation</code>
@@ -421,7 +421,7 @@ <h3 class="tab-header" id="nav-tab-heading-1-Calc">
 data and click <code>OK</code>. Here we will choose a minimum of 1 and a
 maximum of 30.</p>
 </div>
-<div id="nav-tabpanel-1-Calc" class="tab-pane" aria-labelledby="nav-tab-1-Calc" role="tabpanel">
+<div id="nav-tabpanel-1-Calc" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-Calc">
 <p>1. Select the <code>no_membrs</code> column.</p>
 <p>2. On the <code>Data</code> tab select <code>Validity...</code>. The
 following pop-up will appear:</p>
@@ -455,9 +455,9 @@ <h3 class="tab-header" id="nav-tab-heading-2-Calc">
 </button>
 </div>
 </nav><div id="nav-tabContent-2" class="tab-content">
-<div id="nav-tabpanel-2-Excel" class="tab-pane show active" aria-labelledby="nav-tab-2-Excel" role="tabpanel">
+<div id="nav-tabpanel-2-Excel" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-2-Excel">
 <figure><img src="fig/error-invalid-data-new.png" alt="Image of error message for inputing invalid data in Excel" class="figure mx-auto d-block"></figure></div>
-<div id="nav-tabpanel-2-Calc" class="tab-pane" aria-labelledby="nav-tab-2-Calc" role="tabpanel">
+<div id="nav-tabpanel-2-Calc" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-2-Calc">
 <figure><img src="fig/error-invalid-data-LibreOffice-new.png" alt="Image of error message for inputing invalid data in LibreOffice" class="figure mx-auto d-block"></figure></div>
 </div>
 </div>
@@ -478,13 +478,13 @@ <h3 class="tab-header" id="nav-tab-heading-3-Calc">
 </button>
 </div>
 </nav><div id="nav-tabContent-3" class="tab-content">
-<div id="nav-tabpanel-3-Excel" class="tab-pane show active" aria-labelledby="nav-tab-3-Excel" role="tabpanel">
+<div id="nav-tabpanel-3-Excel" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-3-Excel">
 <p>Check that the <code>Style</code> is ‘Stop’. You can write ‘Invalid
 number’ as the <code>Title</code> and ‘Number of households must be a
 whole number between 1 and 30’ as the <code>Error Message</code>.</p>
 <figure><img src="fig/error_alert-new.png" alt="Image of Error Alert tab in Excel" class="figure mx-auto d-block"></figure><p>Now check what happens if you try to enter an invalid value.</p>
 </div>
-<div id="nav-tabpanel-3-Calc" class="tab-pane" aria-labelledby="nav-tab-3-Calc" role="tabpanel">
+<div id="nav-tabpanel-3-Calc" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-3-Calc">
 <p>Check that the <code>Action</code> is ‘Stop’. You can write ‘Invalid
 number’ as the <code>Title</code> and ‘Number of households must be a
 whole number between 1 and 30’ as the <code>Error Message</code>.</p>
@@ -509,7 +509,7 @@ <h3 class="tab-header" id="nav-tab-heading-4-Calc">
 </button>
 </div>
 </nav><div id="nav-tabContent-4" class="tab-content">
-<div id="nav-tabpanel-4-Excel" class="tab-pane show active" aria-labelledby="nav-tab-4-Excel" role="tabpanel">
+<div id="nav-tabpanel-4-Excel" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-4-Excel">
 <p>Select the <code>Input Message</code> tab. Add the title and input
 message that is convenient for your task. In this example, we will write
 ‘Household members’ and ‘Please enter a whole number between 1 and
@@ -517,7 +517,7 @@ <h3 class="tab-header" id="nav-tab-heading-4-Calc">
 <figure><img src="fig/input_message-new.png" alt="Image of Input Message tab in Excel" class="figure mx-auto d-block"></figure><p>Now check what happens when you select a cell that has data
 validation.</p>
 </div>
-<div id="nav-tabpanel-4-Calc" class="tab-pane" aria-labelledby="nav-tab-4-Calc" role="tabpanel">
+<div id="nav-tabpanel-4-Calc" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-4-Calc">
 <p>Select the <code>Input Help</code> tab. Add the title and input
 message that is convenient for your task. In this example, we will write
 ‘Household members’ and ‘Please enter a whole number between 1 and
@@ -564,7 +564,7 @@ <h3 class="tab-header" id="nav-tab-heading-5-Calc">
 </button>
 </div>
 </nav><div id="nav-tabContent-5" class="tab-content">
-<div id="nav-tabpanel-5-Excel" class="tab-pane show active" aria-labelledby="nav-tab-5-Excel" role="tabpanel">
+<div id="nav-tabpanel-5-Excel" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-5-Excel">
 <p>1. Select the <code>respondent_wall_type</code> column.</p>
 <p>2. Select the <code>Data</code> tab, and in the
 <code>Data Tools</code> group, select the <code>Data Validation</code>
@@ -580,7 +580,7 @@ <h3 class="tab-header" id="nav-tab-heading-5-Calc">
 <p>6. Create a meaningful error alert and input message, then click
 ‘OK’. In LibreOffice, there is no need to create an input message.</p>
 </div>
-<div id="nav-tabpanel-5-Calc" class="tab-pane" aria-labelledby="nav-tab-5-Calc" role="tabpanel">
+<div id="nav-tabpanel-5-Calc" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-5-Calc">
 <p>1. Select the <code>respondent_wall_type</code> column.</p>
 <p>2. On the <code>Data</code> tab select <code>Validity...</code>.</p>
 <p>3. Select <code>List</code> from the <code>Allow</code> drop-down
@@ -740,7 +740,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://datacarpentry.github.io/spreadsheets-socialsci/04-quality-assurance.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2024-09-02",
-  "datePublished": "2024-11-04"
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/05-exporting-data.html b/05-exporting-data.html
index b7e082b..95f3e26 100644
--- a/05-exporting-data.html
+++ b/05-exporting-data.html
@@ -514,7 +514,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://datacarpentry.github.io/spreadsheets-socialsci/05-exporting-data.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2024-07-26",
-  "datePublished": "2024-11-04"
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/404.html b/404.html
index a3f62de..7025843 100644
--- a/404.html
+++ b/404.html
@@ -362,8 +362,8 @@ <h1>Page not found</h1>
   "url": "https://datacarpentry.github.io/spreadsheets-socialsci/404.html",
   "identifier": "https://datacarpentry.github.io/spreadsheets-socialsci/404.html",
   "dateCreated": "2017-05-25",
-  "dateModified": "2024-11-04",
-  "datePublished": "2024-11-04"
+  "dateModified": "2024-11-05",
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index 3e9c434..1cb7821 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -385,7 +385,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://datacarpentry.github.io/spreadsheets-socialsci/CODE_OF_CONDUCT.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2023-05-03",
-  "datePublished": "2024-11-04"
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index 053b487..d36904b 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -433,7 +433,7 @@ <h1>Licenses</h1>
   "identifier": "https://datacarpentry.github.io/spreadsheets-socialsci/LICENSE.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2023-05-03",
-  "datePublished": "2024-11-04"
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index 2a82f17..dad17ab 100644
--- a/aio.html
+++ b/aio.html
@@ -1529,7 +1529,7 @@ <h3 class="tab-header" id="nav-tab-heading-1-Calc">
 </button>
 </div>
 </nav><div id="nav-tabContent-1" class="tab-content">
-<div id="nav-tabpanel-1-Excel" class="tab-pane show active" aria-labelledby="nav-tab-1-Excel" role="tabpanel">
+<div id="nav-tabpanel-1-Excel" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-1-Excel">
 <p>1. Select the <code>no_membrs</code> column.</p>
 <p>2. Select the <code>Data</code> tab, and in the
 <code>Data Tools</code> group, select the <code>Data Validation</code>
@@ -1545,7 +1545,7 @@ <h3 class="tab-header" id="nav-tab-heading-1-Calc">
 data and click <code>OK</code>. Here we will choose a minimum of 1 and a
 maximum of 30.</p>
 </div>
-<div id="nav-tabpanel-1-Calc" class="tab-pane" aria-labelledby="nav-tab-1-Calc" role="tabpanel">
+<div id="nav-tabpanel-1-Calc" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-Calc">
 <p>1. Select the <code>no_membrs</code> column.</p>
 <p>2. On the <code>Data</code> tab select <code>Validity...</code>. The
 following pop-up will appear:</p>
@@ -1579,10 +1579,10 @@ <h3 class="tab-header" id="nav-tab-heading-2-Calc">
 </button>
 </div>
 </nav><div id="nav-tabContent-2" class="tab-content">
-<div id="nav-tabpanel-2-Excel" class="tab-pane show active" aria-labelledby="nav-tab-2-Excel" role="tabpanel">
+<div id="nav-tabpanel-2-Excel" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-2-Excel">
 <figure><img src="fig/error-invalid-data-new.png" alt="Image of error message for inputing invalid data in Excel" class="figure mx-auto d-block"></figure>
 </div>
-<div id="nav-tabpanel-2-Calc" class="tab-pane" aria-labelledby="nav-tab-2-Calc" role="tabpanel">
+<div id="nav-tabpanel-2-Calc" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-2-Calc">
 <figure><img src="fig/error-invalid-data-LibreOffice-new.png" alt="Image of error message for inputing invalid data in LibreOffice" class="figure mx-auto d-block"></figure>
 </div>
 </div>
@@ -1604,13 +1604,13 @@ <h3 class="tab-header" id="nav-tab-heading-3-Calc">
 </button>
 </div>
 </nav><div id="nav-tabContent-3" class="tab-content">
-<div id="nav-tabpanel-3-Excel" class="tab-pane show active" aria-labelledby="nav-tab-3-Excel" role="tabpanel">
+<div id="nav-tabpanel-3-Excel" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-3-Excel">
 <p>Check that the <code>Style</code> is ‘Stop’. You can write ‘Invalid
 number’ as the <code>Title</code> and ‘Number of households must be a
 whole number between 1 and 30’ as the <code>Error Message</code>.</p>
 <figure><img src="fig/error_alert-new.png" alt="Image of Error Alert tab in Excel" class="figure mx-auto d-block"></figure><p>Now check what happens if you try to enter an invalid value.</p>
 </div>
-<div id="nav-tabpanel-3-Calc" class="tab-pane" aria-labelledby="nav-tab-3-Calc" role="tabpanel">
+<div id="nav-tabpanel-3-Calc" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-3-Calc">
 <p>Check that the <code>Action</code> is ‘Stop’. You can write ‘Invalid
 number’ as the <code>Title</code> and ‘Number of households must be a
 whole number between 1 and 30’ as the <code>Error Message</code>.</p>
@@ -1635,7 +1635,7 @@ <h3 class="tab-header" id="nav-tab-heading-4-Calc">
 </button>
 </div>
 </nav><div id="nav-tabContent-4" class="tab-content">
-<div id="nav-tabpanel-4-Excel" class="tab-pane show active" aria-labelledby="nav-tab-4-Excel" role="tabpanel">
+<div id="nav-tabpanel-4-Excel" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-4-Excel">
 <p>Select the <code>Input Message</code> tab. Add the title and input
 message that is convenient for your task. In this example, we will write
 ‘Household members’ and ‘Please enter a whole number between 1 and
@@ -1643,7 +1643,7 @@ <h3 class="tab-header" id="nav-tab-heading-4-Calc">
 <figure><img src="fig/input_message-new.png" alt="Image of Input Message tab in Excel" class="figure mx-auto d-block"></figure><p>Now check what happens when you select a cell that has data
 validation.</p>
 </div>
-<div id="nav-tabpanel-4-Calc" class="tab-pane" aria-labelledby="nav-tab-4-Calc" role="tabpanel">
+<div id="nav-tabpanel-4-Calc" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-4-Calc">
 <p>Select the <code>Input Help</code> tab. Add the title and input
 message that is convenient for your task. In this example, we will write
 ‘Household members’ and ‘Please enter a whole number between 1 and
@@ -1691,7 +1691,7 @@ <h3 class="tab-header" id="nav-tab-heading-5-Calc">
 </button>
 </div>
 </nav><div id="nav-tabContent-5" class="tab-content">
-<div id="nav-tabpanel-5-Excel" class="tab-pane show active" aria-labelledby="nav-tab-5-Excel" role="tabpanel">
+<div id="nav-tabpanel-5-Excel" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-5-Excel">
 <p>1. Select the <code>respondent_wall_type</code> column.</p>
 <p>2. Select the <code>Data</code> tab, and in the
 <code>Data Tools</code> group, select the <code>Data Validation</code>
@@ -1707,7 +1707,7 @@ <h3 class="tab-header" id="nav-tab-heading-5-Calc">
 <p>6. Create a meaningful error alert and input message, then click
 ‘OK’. In LibreOffice, there is no need to create an input message.</p>
 </div>
-<div id="nav-tabpanel-5-Calc" class="tab-pane" aria-labelledby="nav-tab-5-Calc" role="tabpanel">
+<div id="nav-tabpanel-5-Calc" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-5-Calc">
 <p>1. Select the <code>respondent_wall_type</code> column.</p>
 <p>2. On the <code>Data</code> tab select <code>Validity...</code>.</p>
 <p>3. Select <code>List</code> from the <code>Allow</code> drop-down
@@ -2006,8 +2006,8 @@ <h3 class="callout-title">Key Points</h3>
   "url": "https://datacarpentry.github.io/spreadsheets-socialsci/aio.html",
   "identifier": "https://datacarpentry.github.io/spreadsheets-socialsci/aio.html",
   "dateCreated": "2017-05-25",
-  "dateModified": "2024-11-04",
-  "datePublished": "2024-11-04"
+  "dateModified": "2024-11-05",
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/images.html b/images.html
index 96809be..b024fce 100644
--- a/images.html
+++ b/images.html
@@ -480,8 +480,8 @@ <h3 id="05-exporting-data-figure-1">Figure 1</h3>
   "url": "https://datacarpentry.github.io/spreadsheets-socialsci/images.html",
   "identifier": "https://datacarpentry.github.io/spreadsheets-socialsci/images.html",
   "dateCreated": "2017-05-25",
-  "dateModified": "2024-11-04",
-  "datePublished": "2024-11-04"
+  "dateModified": "2024-11-05",
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/index.html b/index.html
index 1e54892..8bd58a3 100644
--- a/index.html
+++ b/index.html
@@ -502,8 +502,8 @@ <h4 id="linux">Linux<a class="anchor" aria-label="anchor" href="#linux"></a></h4
   "url": "https://datacarpentry.github.io/spreadsheets-socialsci/index.html",
   "identifier": "https://datacarpentry.github.io/spreadsheets-socialsci/index.html",
   "dateCreated": "2017-05-25",
-  "dateModified": "2024-11-04",
-  "datePublished": "2024-11-04"
+  "dateModified": "2024-11-05",
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/instructor-notes.html b/instructor-notes.html
index 9157419..d88dc6d 100644
--- a/instructor-notes.html
+++ b/instructor-notes.html
@@ -623,8 +623,8 @@ <h3 id="how-would-you-automatically-transform-the-items_owned-field-into-a-usabl
   "url": "https://datacarpentry.github.io/spreadsheets-socialsci/instructor-notes.html",
   "identifier": "https://datacarpentry.github.io/spreadsheets-socialsci/instructor-notes.html",
   "dateCreated": "2017-05-25",
-  "dateModified": "2024-11-04",
-  "datePublished": "2024-11-04"
+  "dateModified": "2024-11-05",
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/instructor/00-intro.html b/instructor/00-intro.html
index c97d7fb..e85c07d 100644
--- a/instructor/00-intro.html
+++ b/instructor/00-intro.html
@@ -515,7 +515,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://datacarpentry.github.io/spreadsheets-socialsci/instructor/00-intro.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2024-09-02",
-  "datePublished": "2024-11-04"
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/instructor/01-format-data.html b/instructor/01-format-data.html
index 2f23c38..ff6831d 100644
--- a/instructor/01-format-data.html
+++ b/instructor/01-format-data.html
@@ -721,7 +721,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://datacarpentry.github.io/spreadsheets-socialsci/instructor/01-format-data.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2024-09-02",
-  "datePublished": "2024-11-04"
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/instructor/02-common-mistakes.html b/instructor/02-common-mistakes.html
index 9f23d6c..cc89430 100644
--- a/instructor/02-common-mistakes.html
+++ b/instructor/02-common-mistakes.html
@@ -679,7 +679,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://datacarpentry.github.io/spreadsheets-socialsci/instructor/02-common-mistakes.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2024-09-02",
-  "datePublished": "2024-11-04"
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/instructor/03-dates-as-data.html b/instructor/03-dates-as-data.html
index 3c33ddc..6cf68f8 100644
--- a/instructor/03-dates-as-data.html
+++ b/instructor/03-dates-as-data.html
@@ -569,7 +569,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://datacarpentry.github.io/spreadsheets-socialsci/instructor/03-dates-as-data.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2024-09-02",
-  "datePublished": "2024-11-04"
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/instructor/04-quality-assurance.html b/instructor/04-quality-assurance.html
index 19dafb8..5b12c1c 100644
--- a/instructor/04-quality-assurance.html
+++ b/instructor/04-quality-assurance.html
@@ -407,7 +407,7 @@ <h3 class="tab-header" id="nav-tab-heading-1-Calc">
 </button>
 </div>
 </nav><div id="nav-tabContent-1" class="tab-content">
-<div id="nav-tabpanel-1-Excel" class="tab-pane show active" aria-labelledby="nav-tab-1-Excel" role="tabpanel">
+<div id="nav-tabpanel-1-Excel" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-1-Excel">
 <p>1. Select the <code>no_membrs</code> column.</p>
 <p>2. Select the <code>Data</code> tab, and in the
 <code>Data Tools</code> group, select the <code>Data Validation</code>
@@ -423,7 +423,7 @@ <h3 class="tab-header" id="nav-tab-heading-1-Calc">
 data and click <code>OK</code>. Here we will choose a minimum of 1 and a
 maximum of 30.</p>
 </div>
-<div id="nav-tabpanel-1-Calc" class="tab-pane" aria-labelledby="nav-tab-1-Calc" role="tabpanel">
+<div id="nav-tabpanel-1-Calc" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-Calc">
 <p>1. Select the <code>no_membrs</code> column.</p>
 <p>2. On the <code>Data</code> tab select <code>Validity...</code>. The
 following pop-up will appear:</p>
@@ -457,9 +457,9 @@ <h3 class="tab-header" id="nav-tab-heading-2-Calc">
 </button>
 </div>
 </nav><div id="nav-tabContent-2" class="tab-content">
-<div id="nav-tabpanel-2-Excel" class="tab-pane show active" aria-labelledby="nav-tab-2-Excel" role="tabpanel">
+<div id="nav-tabpanel-2-Excel" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-2-Excel">
 <figure><img src="../fig/error-invalid-data-new.png" alt="Image of error message for inputing invalid data in Excel" class="figure mx-auto d-block"></figure></div>
-<div id="nav-tabpanel-2-Calc" class="tab-pane" aria-labelledby="nav-tab-2-Calc" role="tabpanel">
+<div id="nav-tabpanel-2-Calc" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-2-Calc">
 <figure><img src="../fig/error-invalid-data-LibreOffice-new.png" alt="Image of error message for inputing invalid data in LibreOffice" class="figure mx-auto d-block"></figure></div>
 </div>
 </div>
@@ -480,13 +480,13 @@ <h3 class="tab-header" id="nav-tab-heading-3-Calc">
 </button>
 </div>
 </nav><div id="nav-tabContent-3" class="tab-content">
-<div id="nav-tabpanel-3-Excel" class="tab-pane show active" aria-labelledby="nav-tab-3-Excel" role="tabpanel">
+<div id="nav-tabpanel-3-Excel" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-3-Excel">
 <p>Check that the <code>Style</code> is ‘Stop’. You can write ‘Invalid
 number’ as the <code>Title</code> and ‘Number of households must be a
 whole number between 1 and 30’ as the <code>Error Message</code>.</p>
 <figure><img src="../fig/error_alert-new.png" alt="Image of Error Alert tab in Excel" class="figure mx-auto d-block"></figure><p>Now check what happens if you try to enter an invalid value.</p>
 </div>
-<div id="nav-tabpanel-3-Calc" class="tab-pane" aria-labelledby="nav-tab-3-Calc" role="tabpanel">
+<div id="nav-tabpanel-3-Calc" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-3-Calc">
 <p>Check that the <code>Action</code> is ‘Stop’. You can write ‘Invalid
 number’ as the <code>Title</code> and ‘Number of households must be a
 whole number between 1 and 30’ as the <code>Error Message</code>.</p>
@@ -511,7 +511,7 @@ <h3 class="tab-header" id="nav-tab-heading-4-Calc">
 </button>
 </div>
 </nav><div id="nav-tabContent-4" class="tab-content">
-<div id="nav-tabpanel-4-Excel" class="tab-pane show active" aria-labelledby="nav-tab-4-Excel" role="tabpanel">
+<div id="nav-tabpanel-4-Excel" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-4-Excel">
 <p>Select the <code>Input Message</code> tab. Add the title and input
 message that is convenient for your task. In this example, we will write
 ‘Household members’ and ‘Please enter a whole number between 1 and
@@ -519,7 +519,7 @@ <h3 class="tab-header" id="nav-tab-heading-4-Calc">
 <figure><img src="../fig/input_message-new.png" alt="Image of Input Message tab in Excel" class="figure mx-auto d-block"></figure><p>Now check what happens when you select a cell that has data
 validation.</p>
 </div>
-<div id="nav-tabpanel-4-Calc" class="tab-pane" aria-labelledby="nav-tab-4-Calc" role="tabpanel">
+<div id="nav-tabpanel-4-Calc" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-4-Calc">
 <p>Select the <code>Input Help</code> tab. Add the title and input
 message that is convenient for your task. In this example, we will write
 ‘Household members’ and ‘Please enter a whole number between 1 and
@@ -566,7 +566,7 @@ <h3 class="tab-header" id="nav-tab-heading-5-Calc">
 </button>
 </div>
 </nav><div id="nav-tabContent-5" class="tab-content">
-<div id="nav-tabpanel-5-Excel" class="tab-pane show active" aria-labelledby="nav-tab-5-Excel" role="tabpanel">
+<div id="nav-tabpanel-5-Excel" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-5-Excel">
 <p>1. Select the <code>respondent_wall_type</code> column.</p>
 <p>2. Select the <code>Data</code> tab, and in the
 <code>Data Tools</code> group, select the <code>Data Validation</code>
@@ -582,7 +582,7 @@ <h3 class="tab-header" id="nav-tab-heading-5-Calc">
 <p>6. Create a meaningful error alert and input message, then click
 ‘OK’. In LibreOffice, there is no need to create an input message.</p>
 </div>
-<div id="nav-tabpanel-5-Calc" class="tab-pane" aria-labelledby="nav-tab-5-Calc" role="tabpanel">
+<div id="nav-tabpanel-5-Calc" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-5-Calc">
 <p>1. Select the <code>respondent_wall_type</code> column.</p>
 <p>2. On the <code>Data</code> tab select <code>Validity...</code>.</p>
 <p>3. Select <code>List</code> from the <code>Allow</code> drop-down
@@ -742,7 +742,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://datacarpentry.github.io/spreadsheets-socialsci/instructor/04-quality-assurance.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2024-09-02",
-  "datePublished": "2024-11-04"
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/instructor/05-exporting-data.html b/instructor/05-exporting-data.html
index cf405ca..c1aa3a9 100644
--- a/instructor/05-exporting-data.html
+++ b/instructor/05-exporting-data.html
@@ -516,7 +516,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://datacarpentry.github.io/spreadsheets-socialsci/instructor/05-exporting-data.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2024-07-26",
-  "datePublished": "2024-11-04"
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/instructor/404.html b/instructor/404.html
index 3a8fd89..91903f7 100644
--- a/instructor/404.html
+++ b/instructor/404.html
@@ -362,8 +362,8 @@ <h1>Page not found</h1>
   "url": "https://datacarpentry.github.io/spreadsheets-socialsci/instructor/404.html",
   "identifier": "https://datacarpentry.github.io/spreadsheets-socialsci/instructor/404.html",
   "dateCreated": "2017-05-25",
-  "dateModified": "2024-11-04",
-  "datePublished": "2024-11-04"
+  "dateModified": "2024-11-05",
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index 9c0aa6b..dab6e05 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
@@ -387,7 +387,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://datacarpentry.github.io/spreadsheets-socialsci/instructor/CODE_OF_CONDUCT.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2023-05-03",
-  "datePublished": "2024-11-04"
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index 6961c6a..ee2b94c 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -435,7 +435,7 @@ <h1>Licenses</h1>
   "identifier": "https://datacarpentry.github.io/spreadsheets-socialsci/instructor/LICENSE.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2023-05-03",
-  "datePublished": "2024-11-04"
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/instructor/aio.html b/instructor/aio.html
index 5cd75a7..b5094de 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -1536,7 +1536,7 @@ <h3 class="tab-header" id="nav-tab-heading-1-Calc">
 </button>
 </div>
 </nav><div id="nav-tabContent-1" class="tab-content">
-<div id="nav-tabpanel-1-Excel" class="tab-pane show active" aria-labelledby="nav-tab-1-Excel" role="tabpanel">
+<div id="nav-tabpanel-1-Excel" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-1-Excel">
 <p>1. Select the <code>no_membrs</code> column.</p>
 <p>2. Select the <code>Data</code> tab, and in the
 <code>Data Tools</code> group, select the <code>Data Validation</code>
@@ -1552,7 +1552,7 @@ <h3 class="tab-header" id="nav-tab-heading-1-Calc">
 data and click <code>OK</code>. Here we will choose a minimum of 1 and a
 maximum of 30.</p>
 </div>
-<div id="nav-tabpanel-1-Calc" class="tab-pane" aria-labelledby="nav-tab-1-Calc" role="tabpanel">
+<div id="nav-tabpanel-1-Calc" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-Calc">
 <p>1. Select the <code>no_membrs</code> column.</p>
 <p>2. On the <code>Data</code> tab select <code>Validity...</code>. The
 following pop-up will appear:</p>
@@ -1586,10 +1586,10 @@ <h3 class="tab-header" id="nav-tab-heading-2-Calc">
 </button>
 </div>
 </nav><div id="nav-tabContent-2" class="tab-content">
-<div id="nav-tabpanel-2-Excel" class="tab-pane show active" aria-labelledby="nav-tab-2-Excel" role="tabpanel">
+<div id="nav-tabpanel-2-Excel" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-2-Excel">
 <figure><img src="../fig/error-invalid-data-new.png" alt="Image of error message for inputing invalid data in Excel" class="figure mx-auto d-block"></figure>
 </div>
-<div id="nav-tabpanel-2-Calc" class="tab-pane" aria-labelledby="nav-tab-2-Calc" role="tabpanel">
+<div id="nav-tabpanel-2-Calc" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-2-Calc">
 <figure><img src="../fig/error-invalid-data-LibreOffice-new.png" alt="Image of error message for inputing invalid data in LibreOffice" class="figure mx-auto d-block"></figure>
 </div>
 </div>
@@ -1611,13 +1611,13 @@ <h3 class="tab-header" id="nav-tab-heading-3-Calc">
 </button>
 </div>
 </nav><div id="nav-tabContent-3" class="tab-content">
-<div id="nav-tabpanel-3-Excel" class="tab-pane show active" aria-labelledby="nav-tab-3-Excel" role="tabpanel">
+<div id="nav-tabpanel-3-Excel" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-3-Excel">
 <p>Check that the <code>Style</code> is ‘Stop’. You can write ‘Invalid
 number’ as the <code>Title</code> and ‘Number of households must be a
 whole number between 1 and 30’ as the <code>Error Message</code>.</p>
 <figure><img src="../fig/error_alert-new.png" alt="Image of Error Alert tab in Excel" class="figure mx-auto d-block"></figure><p>Now check what happens if you try to enter an invalid value.</p>
 </div>
-<div id="nav-tabpanel-3-Calc" class="tab-pane" aria-labelledby="nav-tab-3-Calc" role="tabpanel">
+<div id="nav-tabpanel-3-Calc" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-3-Calc">
 <p>Check that the <code>Action</code> is ‘Stop’. You can write ‘Invalid
 number’ as the <code>Title</code> and ‘Number of households must be a
 whole number between 1 and 30’ as the <code>Error Message</code>.</p>
@@ -1642,7 +1642,7 @@ <h3 class="tab-header" id="nav-tab-heading-4-Calc">
 </button>
 </div>
 </nav><div id="nav-tabContent-4" class="tab-content">
-<div id="nav-tabpanel-4-Excel" class="tab-pane show active" aria-labelledby="nav-tab-4-Excel" role="tabpanel">
+<div id="nav-tabpanel-4-Excel" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-4-Excel">
 <p>Select the <code>Input Message</code> tab. Add the title and input
 message that is convenient for your task. In this example, we will write
 ‘Household members’ and ‘Please enter a whole number between 1 and
@@ -1650,7 +1650,7 @@ <h3 class="tab-header" id="nav-tab-heading-4-Calc">
 <figure><img src="../fig/input_message-new.png" alt="Image of Input Message tab in Excel" class="figure mx-auto d-block"></figure><p>Now check what happens when you select a cell that has data
 validation.</p>
 </div>
-<div id="nav-tabpanel-4-Calc" class="tab-pane" aria-labelledby="nav-tab-4-Calc" role="tabpanel">
+<div id="nav-tabpanel-4-Calc" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-4-Calc">
 <p>Select the <code>Input Help</code> tab. Add the title and input
 message that is convenient for your task. In this example, we will write
 ‘Household members’ and ‘Please enter a whole number between 1 and
@@ -1698,7 +1698,7 @@ <h3 class="tab-header" id="nav-tab-heading-5-Calc">
 </button>
 </div>
 </nav><div id="nav-tabContent-5" class="tab-content">
-<div id="nav-tabpanel-5-Excel" class="tab-pane show active" aria-labelledby="nav-tab-5-Excel" role="tabpanel">
+<div id="nav-tabpanel-5-Excel" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-5-Excel">
 <p>1. Select the <code>respondent_wall_type</code> column.</p>
 <p>2. Select the <code>Data</code> tab, and in the
 <code>Data Tools</code> group, select the <code>Data Validation</code>
@@ -1714,7 +1714,7 @@ <h3 class="tab-header" id="nav-tab-heading-5-Calc">
 <p>6. Create a meaningful error alert and input message, then click
 ‘OK’. In LibreOffice, there is no need to create an input message.</p>
 </div>
-<div id="nav-tabpanel-5-Calc" class="tab-pane" aria-labelledby="nav-tab-5-Calc" role="tabpanel">
+<div id="nav-tabpanel-5-Calc" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-5-Calc">
 <p>1. Select the <code>respondent_wall_type</code> column.</p>
 <p>2. On the <code>Data</code> tab select <code>Validity...</code>.</p>
 <p>3. Select <code>List</code> from the <code>Allow</code> drop-down
@@ -2014,8 +2014,8 @@ <h3 class="callout-title">Key Points</h3>
   "url": "https://datacarpentry.github.io/spreadsheets-socialsci/instructor/aio.html",
   "identifier": "https://datacarpentry.github.io/spreadsheets-socialsci/instructor/aio.html",
   "dateCreated": "2017-05-25",
-  "dateModified": "2024-11-04",
-  "datePublished": "2024-11-04"
+  "dateModified": "2024-11-05",
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/instructor/images.html b/instructor/images.html
index a62b7cd..1bf8c29 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -482,8 +482,8 @@ <h3 id="05-exporting-data-figure-1">Figure 1</h3>
   "url": "https://datacarpentry.github.io/spreadsheets-socialsci/instructor/images.html",
   "identifier": "https://datacarpentry.github.io/spreadsheets-socialsci/instructor/images.html",
   "dateCreated": "2017-05-25",
-  "dateModified": "2024-11-04",
-  "datePublished": "2024-11-04"
+  "dateModified": "2024-11-05",
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/instructor/index.html b/instructor/index.html
index 1d9c773..a499a35 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -570,8 +570,8 @@ <h4 id="linux">Linux<a class="anchor" aria-label="anchor" href="#linux"></a></h4
   "url": "https://datacarpentry.github.io/spreadsheets-socialsci/instructor/index.html",
   "identifier": "https://datacarpentry.github.io/spreadsheets-socialsci/instructor/index.html",
   "dateCreated": "2017-05-25",
-  "dateModified": "2024-11-04",
-  "datePublished": "2024-11-04"
+  "dateModified": "2024-11-05",
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index 808e465..863e56f 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -631,8 +631,8 @@ <h3 id="how-would-you-automatically-transform-the-items_owned-field-into-a-usabl
   "url": "https://datacarpentry.github.io/spreadsheets-socialsci/instructor/instructor-notes.html",
   "identifier": "https://datacarpentry.github.io/spreadsheets-socialsci/instructor/instructor-notes.html",
   "dateCreated": "2017-05-25",
-  "dateModified": "2024-11-04",
-  "datePublished": "2024-11-04"
+  "dateModified": "2024-11-05",
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/instructor/key-points.html b/instructor/key-points.html
index 5881405..4d8edf1 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
@@ -458,8 +458,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://datacarpentry.github.io/spreadsheets-socialsci/instructor/key-points.html",
   "identifier": "https://datacarpentry.github.io/spreadsheets-socialsci/instructor/key-points.html",
   "dateCreated": "2017-05-25",
-  "dateModified": "2024-11-04",
-  "datePublished": "2024-11-04"
+  "dateModified": "2024-11-05",
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/instructor/profiles.html b/instructor/profiles.html
index cccc86a..458920d 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -336,8 +336,8 @@ <h1>Learner Profiles</h1>
   "url": "https://datacarpentry.github.io/spreadsheets-socialsci/instructor/profiles.html",
   "identifier": "https://datacarpentry.github.io/spreadsheets-socialsci/instructor/profiles.html",
   "dateCreated": "2017-05-25",
-  "dateModified": "2024-11-04",
-  "datePublished": "2024-11-04"
+  "dateModified": "2024-11-05",
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/instructor/reference.html b/instructor/reference.html
index 8d67ad7..ebb7eb9 100644
--- a/instructor/reference.html
+++ b/instructor/reference.html
@@ -443,7 +443,7 @@ <h1>Glossary</h1>
   "identifier": "https://datacarpentry.github.io/spreadsheets-socialsci/instructor/reference.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2023-05-03",
-  "datePublished": "2024-11-04"
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/key-points.html b/key-points.html
index 43c8219..923788a 100644
--- a/key-points.html
+++ b/key-points.html
@@ -456,8 +456,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://datacarpentry.github.io/spreadsheets-socialsci/key-points.html",
   "identifier": "https://datacarpentry.github.io/spreadsheets-socialsci/key-points.html",
   "dateCreated": "2017-05-25",
-  "dateModified": "2024-11-04",
-  "datePublished": "2024-11-04"
+  "dateModified": "2024-11-05",
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/pkgdown.yml b/pkgdown.yml
index 5bdc0f2..b8ceba4 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,4 +2,4 @@ pandoc: 3.1.11
 pkgdown: 2.1.1
 pkgdown_sha: ~
 articles: {}
-last_built: 2024-11-04T17:31Z
+last_built: 2024-11-05T00:18Z
diff --git a/profiles.html b/profiles.html
index a81e535..0712249 100644
--- a/profiles.html
+++ b/profiles.html
@@ -336,8 +336,8 @@ <h1>Learner Profiles</h1>
   "url": "https://datacarpentry.github.io/spreadsheets-socialsci/profiles.html",
   "identifier": "https://datacarpentry.github.io/spreadsheets-socialsci/profiles.html",
   "dateCreated": "2017-05-25",
-  "dateModified": "2024-11-04",
-  "datePublished": "2024-11-04"
+  "dateModified": "2024-11-05",
+  "datePublished": "2024-11-05"
 }
 
   </script><script>
diff --git a/reference.html b/reference.html
index f2b5514..b36c33c 100644
--- a/reference.html
+++ b/reference.html
@@ -441,7 +441,7 @@ <h1>Glossary</h1>
   "identifier": "https://datacarpentry.github.io/spreadsheets-socialsci/reference.html",
   "dateCreated": "2017-05-25",
   "dateModified": "2023-05-03",
-  "datePublished": "2024-11-04"
+  "datePublished": "2024-11-05"
 }
 
   </script><script>