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diff --git a/discuss.html b/discuss.html
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diff --git a/figures.html b/figures.html
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-<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">
 <div class="codewrapper sourceCode" id="cb12">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -3684,8 +3684,8 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2022-11-15",
-  "dateModified": "2024-12-24",
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index f8f4f24..9e7c4e6 100644
--- a/instructor/discuss.html
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@@ -399,7 +399,7 @@ <h1>Discussion</h1>
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diff --git a/instructor/figures.html b/instructor/figures.html
index c2f9957..29ce011 100644
--- a/instructor/figures.html
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@@ -466,7 +466,7 @@ <h1>Figures</h1>
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diff --git a/instructor/guide.html b/instructor/guide.html
index 7449df7..11ed314 100644
--- a/instructor/guide.html
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@@ -513,7 +513,7 @@ <h3 id="frequent-issues">Frequent Issues<a class="anchor" aria-label="anchor" hr
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diff --git a/instructor/images.html b/instructor/images.html
index de8da74..1de27f8 100644
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@@ -530,8 +530,8 @@ <h3 id="07-functional-connectivity-analysis-figure-2">Figure 2</h3>
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-  "dateModified": "2024-12-24",
-  "datePublished": "2024-12-24"
+  "dateModified": "2024-12-31",
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diff --git a/instructor/index.html b/instructor/index.html
index 9baf548..b934ac8 100644
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@@ -639,8 +639,8 @@ <h1 id="download-fmriprep-preprocessed-func-data">download fmriprep preprocessed
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-  "dateModified": "2024-12-24",
-  "datePublished": "2024-12-24"
+  "dateModified": "2024-12-31",
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diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index dd0f59b..c8b787e 100644
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@@ -583,8 +583,8 @@ <h3 id="frequent-issues">Frequent Issues<a class="anchor" aria-label="anchor" hr
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   "dateCreated": "2022-11-15",
-  "dateModified": "2024-12-24",
-  "datePublished": "2024-12-24"
+  "dateModified": "2024-12-31",
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 }
 
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diff --git a/instructor/key-points.html b/instructor/key-points.html
index ba25b2d..abff614 100644
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@@ -485,8 +485,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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   "identifier": "https://preview.carpentries.org/SDC-BIDS-fMRI/instructor/key-points.html",
   "dateCreated": "2022-11-15",
-  "dateModified": "2024-12-24",
-  "datePublished": "2024-12-24"
+  "dateModified": "2024-12-31",
+  "datePublished": "2024-12-31"
 }
 
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diff --git a/instructor/profiles.html b/instructor/profiles.html
index dd10bf0..6ed0a78 100644
--- a/instructor/profiles.html
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@@ -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": "2024-12-24",
-  "datePublished": "2024-12-24"
+  "dateModified": "2024-12-31",
+  "datePublished": "2024-12-31"
 }
 
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diff --git a/instructor/reference.html b/instructor/reference.html
index e38334c..baafd4d 100644
--- a/instructor/reference.html
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@@ -398,7 +398,7 @@ <h1></h1>
   "identifier": "https://preview.carpentries.org/SDC-BIDS-fMRI/instructor/reference.html",
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diff --git a/instructor/setup.html b/instructor/setup.html
index 31ab420..5b1e269 100644
--- a/instructor/setup.html
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@@ -554,7 +554,7 @@ <h1 id="download-fmriprep-preprocessed-func-data">download fmriprep preprocessed
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   "dateCreated": "2022-11-15",
   "dateModified": "2022-11-15",
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 }
 
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diff --git a/key-points.html b/key-points.html
index a19f131..eed3568 100644
--- a/key-points.html
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@@ -483,8 +483,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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-  "dateModified": "2024-12-24",
-  "datePublished": "2024-12-24"
+  "dateModified": "2024-12-31",
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diff --git a/pkgdown.yml b/pkgdown.yml
index ee7dd1d..1609c1e 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,4 +2,4 @@ pandoc: 3.1.11
 pkgdown: 2.1.1
 pkgdown_sha: ~
 articles: {}
-last_built: 2024-12-24T01:20Z
+last_built: 2024-12-31T01:19Z
diff --git a/profiles.html b/profiles.html
index c6ef08d..9c0f334 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": "2024-12-24",
-  "datePublished": "2024-12-24"
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 }
 
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diff --git a/reference.html b/reference.html
index a81cabe..7962bcc 100644
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@@ -396,7 +396,7 @@ <h1></h1>
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diff --git a/setup.html b/setup.html
index 25d7afb..7f0f744 100644
--- a/setup.html
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@@ -552,7 +552,7 @@ <h1 id="download-fmriprep-preprocessed-func-data">download fmriprep preprocessed
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   "dateModified": "2022-11-15",
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