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index 0f70548..ee1e86b 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -530,8 +530,8 @@ <h3 id="07-functional-connectivity-analysis-figure-2">Figure 2</h3>
   "url": "https://preview.carpentries.org/SDC-BIDS-fMRI/instructor/images.html",
   "identifier": "https://preview.carpentries.org/SDC-BIDS-fMRI/instructor/images.html",
   "dateCreated": "2022-11-15",
-  "dateModified": "2024-10-22",
-  "datePublished": "2024-10-22"
+  "dateModified": "2024-10-29",
+  "datePublished": "2024-10-29"
 }
 
   </script><script>
diff --git a/instructor/index.html b/instructor/index.html
index bd61736..3e751b5 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -639,8 +639,8 @@ <h1 id="download-fmriprep-preprocessed-func-data">download fmriprep preprocessed
   "url": "https://preview.carpentries.org/SDC-BIDS-fMRI/instructor/index.html",
   "identifier": "https://preview.carpentries.org/SDC-BIDS-fMRI/instructor/index.html",
   "dateCreated": "2022-11-15",
-  "dateModified": "2024-10-22",
-  "datePublished": "2024-10-22"
+  "dateModified": "2024-10-29",
+  "datePublished": "2024-10-29"
 }
 
   </script><script>
diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index 250dc87..1135a0f 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -583,8 +583,8 @@ <h3 id="frequent-issues">Frequent Issues<a class="anchor" aria-label="anchor" hr
   "url": "https://preview.carpentries.org/SDC-BIDS-fMRI/instructor/instructor-notes.html",
   "identifier": "https://preview.carpentries.org/SDC-BIDS-fMRI/instructor/instructor-notes.html",
   "dateCreated": "2022-11-15",
-  "dateModified": "2024-10-22",
-  "datePublished": "2024-10-22"
+  "dateModified": "2024-10-29",
+  "datePublished": "2024-10-29"
 }
 
   </script><script>
diff --git a/instructor/key-points.html b/instructor/key-points.html
index 26ae13a..14d70fc 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
@@ -485,8 +485,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://preview.carpentries.org/SDC-BIDS-fMRI/instructor/key-points.html",
   "identifier": "https://preview.carpentries.org/SDC-BIDS-fMRI/instructor/key-points.html",
   "dateCreated": "2022-11-15",
-  "dateModified": "2024-10-22",
-  "datePublished": "2024-10-22"
+  "dateModified": "2024-10-29",
+  "datePublished": "2024-10-29"
 }
 
   </script><script>
diff --git a/instructor/profiles.html b/instructor/profiles.html
index 996f229..a8fc0d3 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -355,8 +355,8 @@ <h1>Learner Profiles</h1>
   "url": "https://preview.carpentries.org/SDC-BIDS-fMRI/instructor/profiles.html",
   "identifier": "https://preview.carpentries.org/SDC-BIDS-fMRI/instructor/profiles.html",
   "dateCreated": "2022-11-15",
-  "dateModified": "2024-10-22",
-  "datePublished": "2024-10-22"
+  "dateModified": "2024-10-29",
+  "datePublished": "2024-10-29"
 }
 
   </script><script>
diff --git a/instructor/reference.html b/instructor/reference.html
index ef666f2..7165c4d 100644
--- a/instructor/reference.html
+++ b/instructor/reference.html
@@ -398,7 +398,7 @@ <h1></h1>
   "identifier": "https://preview.carpentries.org/SDC-BIDS-fMRI/instructor/reference.html",
   "dateCreated": "2022-11-15",
   "dateModified": "2022-11-15",
-  "datePublished": "2024-10-22"
+  "datePublished": "2024-10-29"
 }
 
   </script><script>
diff --git a/instructor/setup.html b/instructor/setup.html
index 115287f..85f0bbe 100644
--- a/instructor/setup.html
+++ b/instructor/setup.html
@@ -554,7 +554,7 @@ <h1 id="download-fmriprep-preprocessed-func-data">download fmriprep preprocessed
   "identifier": "https://preview.carpentries.org/SDC-BIDS-fMRI/instructor/setup.html",
   "dateCreated": "2022-11-15",
   "dateModified": "2022-11-15",
-  "datePublished": "2024-10-22"
+  "datePublished": "2024-10-29"
 }
 
   </script><script>
diff --git a/key-points.html b/key-points.html
index 7e82434..1a720c5 100644
--- a/key-points.html
+++ b/key-points.html
@@ -483,8 +483,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://preview.carpentries.org/SDC-BIDS-fMRI/key-points.html",
   "identifier": "https://preview.carpentries.org/SDC-BIDS-fMRI/key-points.html",
   "dateCreated": "2022-11-15",
-  "dateModified": "2024-10-22",
-  "datePublished": "2024-10-22"
+  "dateModified": "2024-10-29",
+  "datePublished": "2024-10-29"
 }
 
   </script><script>
diff --git a/pkgdown.yml b/pkgdown.yml
index 6f9087a..5d538a1 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,4 +2,4 @@ pandoc: 3.1.11
 pkgdown: 2.1.1
 pkgdown_sha: ~
 articles: {}
-last_built: 2024-10-22T01:21Z
+last_built: 2024-10-29T01:21Z
diff --git a/profiles.html b/profiles.html
index 89d6a5b..cb7d83d 100644
--- a/profiles.html
+++ b/profiles.html
@@ -355,8 +355,8 @@ <h1>Learner Profiles</h1>
   "url": "https://preview.carpentries.org/SDC-BIDS-fMRI/profiles.html",
   "identifier": "https://preview.carpentries.org/SDC-BIDS-fMRI/profiles.html",
   "dateCreated": "2022-11-15",
-  "dateModified": "2024-10-22",
-  "datePublished": "2024-10-22"
+  "dateModified": "2024-10-29",
+  "datePublished": "2024-10-29"
 }
 
   </script><script>
diff --git a/reference.html b/reference.html
index efe0a1a..ae54f68 100644
--- a/reference.html
+++ b/reference.html
@@ -396,7 +396,7 @@ <h1></h1>
   "identifier": "https://preview.carpentries.org/SDC-BIDS-fMRI/reference.html",
   "dateCreated": "2022-11-15",
   "dateModified": "2022-11-15",
-  "datePublished": "2024-10-22"
+  "datePublished": "2024-10-29"
 }
 
   </script><script>
diff --git a/setup.html b/setup.html
index f9b887d..351f758 100644
--- a/setup.html
+++ b/setup.html
@@ -552,7 +552,7 @@ <h1 id="download-fmriprep-preprocessed-func-data">download fmriprep preprocessed
   "identifier": "https://preview.carpentries.org/SDC-BIDS-fMRI/setup.html",
   "dateCreated": "2022-11-15",
   "dateModified": "2022-11-15",
-  "datePublished": "2024-10-22"
+  "datePublished": "2024-10-29"
 }
 
   </script><script>