diff --git a/404.html b/404.html
index c5d57322..52f476a7 100644
--- a/404.html
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   "dateCreated": "2024-06-28",
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 }
 
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diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index 7e397712..b87e21a8 100644
--- a/CODE_OF_CONDUCT.html
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diff --git a/LICENSE.html b/LICENSE.html
index 68799cd7..99e5a0de 100644
--- a/LICENSE.html
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diff --git a/aio.html b/aio.html
index 58209713..4d29c288 100644
--- a/aio.html
+++ b/aio.html
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-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
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-<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">
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@@ -3568,8 +3568,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-dMRI/aio.html",
   "dateCreated": "2024-06-28",
-  "dateModified": "2024-07-30",
-  "datePublished": "2024-07-30"
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+  "datePublished": "2024-08-06"
 }
 
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diff --git a/constrained_spherical_deconvolution.html b/constrained_spherical_deconvolution.html
index 279f5b61..da2b8e59 100644
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   <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">
 <p>We will first simulate the ODFs for the different crossing
 angles:</p>
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diff --git a/deterministic_tractography.html b/deterministic_tractography.html
index b9c4ce55..e9cd0b8e 100644
--- a/deterministic_tractography.html
+++ b/deterministic_tractography.html
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diff --git a/diffusion_tensor_imaging.html b/diffusion_tensor_imaging.html
index aaf91925..86bdfb2d 100644
--- a/diffusion_tensor_imaging.html
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diff --git a/discuss.html b/discuss.html
index c8894cc6..1881dafd 100644
--- a/discuss.html
+++ b/discuss.html
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diff --git a/images.html b/images.html
index f5c1c953..9cde1dc0 100644
--- a/images.html
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   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-dMRI/images.html",
   "dateCreated": "2024-06-28",
-  "dateModified": "2024-07-30",
-  "datePublished": "2024-07-30"
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diff --git a/index.html b/index.html
index 216d00df..bb1bf2b9 100644
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diff --git a/instructor-notes.html b/instructor-notes.html
index ece3ac7f..085d73c7 100644
--- a/instructor-notes.html
+++ b/instructor-notes.html
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   "dateCreated": "2024-06-28",
-  "dateModified": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
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diff --git a/instructor/404.html b/instructor/404.html
index 98291785..8b7a04f4 100644
--- a/instructor/404.html
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   "dateCreated": "2024-06-28",
-  "dateModified": "2024-07-30",
-  "datePublished": "2024-07-30"
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index 73f470ff..34b2f877 100644
--- a/instructor/CODE_OF_CONDUCT.html
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diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index 3f5408f7..39f9b8f1 100644
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 }
 
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diff --git a/instructor/aio.html b/instructor/aio.html
index 48c60c40..80e9437f 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
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 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
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 <div class="accordion-body">
 <p>We will first simulate the ODFs for the different crossing
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@@ -3579,8 +3579,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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diff --git a/instructor/constrained_spherical_deconvolution.html b/instructor/constrained_spherical_deconvolution.html
index f4c34b41..8849f93c 100644
--- a/instructor/constrained_spherical_deconvolution.html
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 </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">
 <p>We will first simulate the ODFs for the different crossing
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diff --git a/instructor/deterministic_tractography.html b/instructor/deterministic_tractography.html
index 30076fee..182fa93a 100644
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@@ -737,7 +737,7 @@ <h3 class="callout-title">Exercise 2<a class="anchor" aria-label="anchor" href="
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 </button>
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diff --git a/instructor/diffusion_tensor_imaging.html b/instructor/diffusion_tensor_imaging.html
index 7e6eb9c5..fd644a57 100644
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