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index 2e67aa3..9a7fd2b 100644
--- a/01_introduction.html
+++ b/01_introduction.html
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diff --git a/02_setup_project.html b/02_setup_project.html
index cf1e93f..7aa85fd 100644
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diff --git a/03_setup_env.html b/03_setup_env.html
index 588100a..8e5ecea 100644
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diff --git a/06_create_snakefile.html b/06_create_snakefile.html
index 62fb48e..4212f13 100644
--- a/06_create_snakefile.html
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@@ -578,7 +578,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
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diff --git a/07_filter_rule.html b/07_filter_rule.html
index c3ad17b..2495b78 100644
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diff --git a/08_scatter_rule.html b/08_scatter_rule.html
index cd921c9..ed9d1c6 100644
--- a/08_scatter_rule.html
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diff --git a/09_container_rule.html b/09_container_rule.html
index 766259d..9af530c 100644
--- a/09_container_rule.html
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diff --git a/10_reuse_workflow.html b/10_reuse_workflow.html
index d7e465f..e1c9130 100644
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diff --git a/11_summary_rule.html b/11_summary_rule.html
index 0e3c7fd..eb4962f 100644
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@@ -446,7 +446,7 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
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diff --git a/12_run_on_slurm.html b/12_run_on_slurm.html
index 97b6b00..b0334ac 100644
--- a/12_run_on_slurm.html
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@@ -474,7 +474,7 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
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diff --git a/404.html b/404.html
index 182f8ca..4a77f48 100644
--- a/404.html
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   "dateCreated": "2023-03-22",
-  "dateModified": "2024-05-21",
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diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index 9f16689..9c4e723 100644
--- a/CODE_OF_CONDUCT.html
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@@ -381,7 +381,7 @@ <h1>Contributor Code of Conduct</h1>
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diff --git a/LICENSE.html b/LICENSE.html
index 1959fa2..abaee8c 100644
--- a/LICENSE.html
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   "dateCreated": "2023-03-22",
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diff --git a/aio.html b/aio.html
index 1297a3a..1b80abc 100644
--- a/aio.html
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   "dateCreated": "2023-03-22",
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diff --git a/images.html b/images.html
index b3637cf..209ab1a 100644
--- a/images.html
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@@ -416,8 +416,8 @@ <h3 id="08_scatter_rule-figure-1">Figure 1</h3>
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   "dateCreated": "2023-03-22",
-  "dateModified": "2024-05-21",
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   </script><script>
diff --git a/index.html b/index.html
index 1005868..feec600 100644
--- a/index.html
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   "dateCreated": "2023-03-22",
-  "dateModified": "2024-05-21",
-  "datePublished": "2024-05-21"
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diff --git a/instructor-notes.html b/instructor-notes.html
index a093130..b2492fa 100644
--- a/instructor-notes.html
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@@ -410,8 +410,8 @@ <h1>Instructor Notes</h1>
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   "dateCreated": "2023-03-22",
-  "dateModified": "2024-05-21",
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diff --git a/instructor/01_introduction.html b/instructor/01_introduction.html
index 59bc305..f12df3a 100644
--- a/instructor/01_introduction.html
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@@ -450,7 +450,7 @@ <h3 class="card-title">Objectives</h3>
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   "dateModified": "2023-03-22",
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diff --git a/instructor/02_setup_project.html b/instructor/02_setup_project.html
index 0db1be7..19f4149 100644
--- a/instructor/02_setup_project.html
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@@ -511,7 +511,7 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
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diff --git a/instructor/03_setup_env.html b/instructor/03_setup_env.html
index 665d1ab..bf45383 100644
--- a/instructor/03_setup_env.html
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diff --git a/instructor/06_create_snakefile.html b/instructor/06_create_snakefile.html
index 2a39d28..4373de0 100644
--- a/instructor/06_create_snakefile.html
+++ b/instructor/06_create_snakefile.html
@@ -579,7 +579,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
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diff --git a/instructor/07_filter_rule.html b/instructor/07_filter_rule.html
index 9e485b5..6681e19 100644
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@@ -548,7 +548,7 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
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diff --git a/instructor/08_scatter_rule.html b/instructor/08_scatter_rule.html
index bde8d03..d55cff8 100644
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@@ -598,7 +598,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
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diff --git a/instructor/09_container_rule.html b/instructor/09_container_rule.html
index 05e88f4..c63f048 100644
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@@ -469,7 +469,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
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diff --git a/instructor/10_reuse_workflow.html b/instructor/10_reuse_workflow.html
index 3105dff..80604c4 100644
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diff --git a/instructor/11_summary_rule.html b/instructor/11_summary_rule.html
index af31321..fa18f28 100644
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@@ -447,7 +447,7 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
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   "dateModified": "2023-03-20",
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diff --git a/instructor/12_run_on_slurm.html b/instructor/12_run_on_slurm.html
index b476de5..492923a 100644
--- a/instructor/12_run_on_slurm.html
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@@ -475,7 +475,7 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
   "identifier": "https://Imageomics.github.io/snakemake-workshop/instructor/12_run_on_slurm.html",
   "dateCreated": "2023-03-22",
   "dateModified": "2023-03-20",
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diff --git a/instructor/404.html b/instructor/404.html
index 0f0d9b9..5ee90dc 100644
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   "dateCreated": "2023-03-22",
-  "dateModified": "2024-05-21",
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diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index 3294d2c..54beb0e 100644
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index 4c9624f..f9d8157 100644
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index 5749ee6..a5e7d81 100644
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   "dateCreated": "2023-03-22",
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diff --git a/instructor/images.html b/instructor/images.html
index f325955..29991db 100644
--- a/instructor/images.html
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@@ -416,8 +416,8 @@ <h3 id="08_scatter_rule-figure-1">Figure 1</h3>
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   "identifier": "https://Imageomics.github.io/snakemake-workshop/instructor/images.html",
   "dateCreated": "2023-03-22",
-  "dateModified": "2024-05-21",
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diff --git a/instructor/index.html b/instructor/index.html
index d1ccfb2..f505e79 100644
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   "dateCreated": "2023-03-22",
-  "dateModified": "2024-05-21",
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diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index c568b68..4ab7cb3 100644
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@@ -420,8 +420,8 @@ <h1>Instructor Notes</h1>
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   "dateCreated": "2023-03-22",
-  "dateModified": "2024-05-21",
-  "datePublished": "2024-05-21"
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diff --git a/instructor/key-points.html b/instructor/key-points.html
index 36b9c39..7f1d709 100644
--- a/instructor/key-points.html
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   "dateCreated": "2023-03-22",
-  "dateModified": "2024-05-21",
-  "datePublished": "2024-05-21"
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index d3e78a4..b12e46f 100644
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   "dateCreated": "2023-03-22",
-  "dateModified": "2024-05-21",
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diff --git a/key-points.html b/key-points.html
index ffc36db..00f7b64 100644
--- a/key-points.html
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   "identifier": "https://Imageomics.github.io/snakemake-workshop/key-points.html",
   "dateCreated": "2023-03-22",
-  "dateModified": "2024-05-21",
-  "datePublished": "2024-05-21"
+  "dateModified": "2024-05-28",
+  "datePublished": "2024-05-28"
 }
 
   </script><script>
diff --git a/pkgdown.yml b/pkgdown.yml
index 39146ca..cec9a8d 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,5 +2,5 @@ pandoc: 3.1.11
 pkgdown: 2.0.9
 pkgdown_sha: ~
 articles: {}
-last_built: 2024-05-21T00:08Z
+last_built: 2024-05-28T00:07Z
 
diff --git a/profiles.html b/profiles.html
index 7edfc91..268e3ba 100644
--- a/profiles.html
+++ b/profiles.html
@@ -334,8 +334,8 @@ <h1>Learner Profiles</h1>
   "url": "https://Imageomics.github.io/snakemake-workshop/profiles.html",
   "identifier": "https://Imageomics.github.io/snakemake-workshop/profiles.html",
   "dateCreated": "2023-03-22",
-  "dateModified": "2024-05-21",
-  "datePublished": "2024-05-21"
+  "dateModified": "2024-05-28",
+  "datePublished": "2024-05-28"
 }
 
   </script><script>