diff --git a/01_introduction.html b/01_introduction.html
index a8762ec..e4955e8 100644
--- a/01_introduction.html
+++ b/01_introduction.html
@@ -449,7 +449,7 @@ <h3 class="card-title">Objectives</h3>
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   "dateCreated": "2023-03-22",
   "dateModified": "2023-03-22",
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diff --git a/02_setup_project.html b/02_setup_project.html
index 4ea96dd..fa16324 100644
--- a/02_setup_project.html
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@@ -510,7 +510,7 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
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   "dateCreated": "2023-03-22",
   "dateModified": "2023-03-21",
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diff --git a/03_setup_env.html b/03_setup_env.html
index 652d93e..0962cbd 100644
--- a/03_setup_env.html
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@@ -488,7 +488,7 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
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   "dateCreated": "2023-03-22",
   "dateModified": "2023-03-20",
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diff --git a/06_create_snakefile.html b/06_create_snakefile.html
index 447b573..54a9f26 100644
--- a/06_create_snakefile.html
+++ b/06_create_snakefile.html
@@ -578,7 +578,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
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   "dateCreated": "2023-03-22",
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diff --git a/07_filter_rule.html b/07_filter_rule.html
index 7befa54..98fa268 100644
--- a/07_filter_rule.html
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@@ -547,7 +547,7 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
   "identifier": "https://Imageomics.github.io/snakemake-workshop/07_filter_rule.html",
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diff --git a/08_scatter_rule.html b/08_scatter_rule.html
index bfc8999..171666e 100644
--- a/08_scatter_rule.html
+++ b/08_scatter_rule.html
@@ -597,7 +597,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
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diff --git a/09_container_rule.html b/09_container_rule.html
index 8ab3a52..e475985 100644
--- a/09_container_rule.html
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@@ -468,7 +468,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
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diff --git a/10_reuse_workflow.html b/10_reuse_workflow.html
index 40aeea5..63d668b 100644
--- a/10_reuse_workflow.html
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@@ -437,7 +437,7 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
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diff --git a/11_summary_rule.html b/11_summary_rule.html
index f12aacd..bc8bcf8 100644
--- a/11_summary_rule.html
+++ b/11_summary_rule.html
@@ -446,7 +446,7 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
   "identifier": "https://Imageomics.github.io/snakemake-workshop/11_summary_rule.html",
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   "dateModified": "2023-03-20",
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diff --git a/12_run_on_slurm.html b/12_run_on_slurm.html
index 43d1a9a..e381068 100644
--- a/12_run_on_slurm.html
+++ b/12_run_on_slurm.html
@@ -474,7 +474,7 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
   "identifier": "https://Imageomics.github.io/snakemake-workshop/12_run_on_slurm.html",
   "dateCreated": "2023-03-22",
   "dateModified": "2023-03-20",
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diff --git a/404.html b/404.html
index 997ad57..20f5753 100644
--- a/404.html
+++ b/404.html
@@ -367,8 +367,8 @@ <h1>Page not found</h1>
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   "dateCreated": "2023-03-22",
-  "dateModified": "2024-04-30",
-  "datePublished": "2024-04-30"
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 }
 
   </script><script>
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index 3f71325..ab6bd19 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -381,7 +381,7 @@ <h1>Contributor Code of Conduct</h1>
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   "dateCreated": "2023-03-22",
   "dateModified": "2022-08-05",
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diff --git a/LICENSE.html b/LICENSE.html
index 0c11ea8..f961c05 100644
--- a/LICENSE.html
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@@ -433,7 +433,7 @@ <h1>Licenses</h1>
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   "dateCreated": "2023-03-22",
   "dateModified": "2022-04-22",
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diff --git a/aio.html b/aio.html
index 7089176..414625f 100644
--- a/aio.html
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@@ -1772,8 +1772,8 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
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   "dateCreated": "2023-03-22",
-  "dateModified": "2024-04-30",
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diff --git a/images.html b/images.html
index 96c3865..5c2fd35 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": "2024-04-30",
-  "datePublished": "2024-04-30"
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   </script><script>
diff --git a/index.html b/index.html
index 43f37db..01bb4f6 100644
--- a/index.html
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@@ -366,8 +366,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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   "identifier": "https://Imageomics.github.io/snakemake-workshop/index.html",
   "dateCreated": "2023-03-22",
-  "dateModified": "2024-04-30",
-  "datePublished": "2024-04-30"
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diff --git a/instructor-notes.html b/instructor-notes.html
index b51a2e7..6d7dc5f 100644
--- a/instructor-notes.html
+++ b/instructor-notes.html
@@ -410,8 +410,8 @@ <h1>Instructor Notes</h1>
   "url": "https://Imageomics.github.io/snakemake-workshop/instructor-notes.html",
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   "dateCreated": "2023-03-22",
-  "dateModified": "2024-04-30",
-  "datePublished": "2024-04-30"
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   </script><script>
diff --git a/instructor/01_introduction.html b/instructor/01_introduction.html
index 5fa9ec1..7a6a78c 100644
--- a/instructor/01_introduction.html
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@@ -450,7 +450,7 @@ <h3 class="card-title">Objectives</h3>
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   "dateCreated": "2023-03-22",
   "dateModified": "2023-03-22",
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diff --git a/instructor/02_setup_project.html b/instructor/02_setup_project.html
index 1206437..d6c1e4f 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
   "identifier": "https://Imageomics.github.io/snakemake-workshop/instructor/02_setup_project.html",
   "dateCreated": "2023-03-22",
   "dateModified": "2023-03-21",
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diff --git a/instructor/03_setup_env.html b/instructor/03_setup_env.html
index 9098a21..48645a9 100644
--- a/instructor/03_setup_env.html
+++ b/instructor/03_setup_env.html
@@ -489,7 +489,7 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
   "identifier": "https://Imageomics.github.io/snakemake-workshop/instructor/03_setup_env.html",
   "dateCreated": "2023-03-22",
   "dateModified": "2023-03-20",
-  "datePublished": "2024-04-30"
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   </script><script>
diff --git a/instructor/06_create_snakefile.html b/instructor/06_create_snakefile.html
index 034f4f8..36771bc 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"><
   "identifier": "https://Imageomics.github.io/snakemake-workshop/instructor/06_create_snakefile.html",
   "dateCreated": "2023-03-22",
   "dateModified": "2023-03-20",
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diff --git a/instructor/07_filter_rule.html b/instructor/07_filter_rule.html
index 1424056..3dde678 100644
--- a/instructor/07_filter_rule.html
+++ b/instructor/07_filter_rule.html
@@ -548,7 +548,7 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
   "identifier": "https://Imageomics.github.io/snakemake-workshop/instructor/07_filter_rule.html",
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   "dateModified": "2023-03-20",
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diff --git a/instructor/08_scatter_rule.html b/instructor/08_scatter_rule.html
index e69a5a7..8a73f83 100644
--- a/instructor/08_scatter_rule.html
+++ b/instructor/08_scatter_rule.html
@@ -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 7e94d87..d857c54 100644
--- a/instructor/09_container_rule.html
+++ b/instructor/09_container_rule.html
@@ -469,7 +469,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
   "identifier": "https://Imageomics.github.io/snakemake-workshop/instructor/09_container_rule.html",
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diff --git a/instructor/10_reuse_workflow.html b/instructor/10_reuse_workflow.html
index c0f0600..0bf5507 100644
--- a/instructor/10_reuse_workflow.html
+++ b/instructor/10_reuse_workflow.html
@@ -438,7 +438,7 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
   "identifier": "https://Imageomics.github.io/snakemake-workshop/instructor/10_reuse_workflow.html",
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   "dateModified": "2023-03-20",
-  "datePublished": "2024-04-30"
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 }
 
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diff --git a/instructor/11_summary_rule.html b/instructor/11_summary_rule.html
index 6b77053..c60bd0b 100644
--- a/instructor/11_summary_rule.html
+++ b/instructor/11_summary_rule.html
@@ -447,7 +447,7 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
   "identifier": "https://Imageomics.github.io/snakemake-workshop/instructor/11_summary_rule.html",
   "dateCreated": "2023-03-22",
   "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 c895293..5767238 100644
--- a/instructor/12_run_on_slurm.html
+++ b/instructor/12_run_on_slurm.html
@@ -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",
-  "datePublished": "2024-04-30"
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 }
 
   </script><script>
diff --git a/instructor/404.html b/instructor/404.html
index 9822564..b735290 100644
--- a/instructor/404.html
+++ b/instructor/404.html
@@ -367,8 +367,8 @@ <h1>Page not found</h1>
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   "dateCreated": "2023-03-22",
-  "dateModified": "2024-04-30",
-  "datePublished": "2024-04-30"
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diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index ee1b0fa..adc2470 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
@@ -382,7 +382,7 @@ <h1>Contributor Code of Conduct</h1>
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diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index 99db6c0..32df20a 100644
--- a/instructor/LICENSE.html
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@@ -434,7 +434,7 @@ <h1>Licenses</h1>
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   "dateCreated": "2023-03-22",
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diff --git a/instructor/aio.html b/instructor/aio.html
index 1e2d236..b436d12 100644
--- a/instructor/aio.html
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@@ -1782,8 +1782,8 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
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   "dateCreated": "2023-03-22",
-  "dateModified": "2024-04-30",
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diff --git a/instructor/images.html b/instructor/images.html
index 984c8b2..dc3e224 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": "2024-04-30",
-  "datePublished": "2024-04-30"
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 }
 
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diff --git a/instructor/index.html b/instructor/index.html
index 358bca9..3334d72 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -473,8 +473,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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   "identifier": "https://Imageomics.github.io/snakemake-workshop/instructor/index.html",
   "dateCreated": "2023-03-22",
-  "dateModified": "2024-04-30",
-  "datePublished": "2024-04-30"
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diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index d23d6b7..6bab171 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -420,8 +420,8 @@ <h1>Instructor Notes</h1>
   "url": "https://Imageomics.github.io/snakemake-workshop/instructor/instructor-notes.html",
   "identifier": "https://Imageomics.github.io/snakemake-workshop/instructor/instructor-notes.html",
   "dateCreated": "2023-03-22",
-  "dateModified": "2024-04-30",
-  "datePublished": "2024-04-30"
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diff --git a/instructor/key-points.html b/instructor/key-points.html
index cc73f68..27812b2 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
@@ -412,8 +412,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://Imageomics.github.io/snakemake-workshop/instructor/key-points.html",
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   "dateCreated": "2023-03-22",
-  "dateModified": "2024-04-30",
-  "datePublished": "2024-04-30"
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diff --git a/instructor/profiles.html b/instructor/profiles.html
index c9cd717..fccaff5 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -333,8 +333,8 @@ <h1>Learner Profiles</h1>
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   "dateCreated": "2023-03-22",
-  "dateModified": "2024-04-30",
-  "datePublished": "2024-04-30"
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diff --git a/key-points.html b/key-points.html
index 2578bc3..f76e3d3 100644
--- a/key-points.html
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@@ -412,8 +412,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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   "identifier": "https://Imageomics.github.io/snakemake-workshop/key-points.html",
   "dateCreated": "2023-03-22",
-  "dateModified": "2024-04-30",
-  "datePublished": "2024-04-30"
+  "dateModified": "2024-05-07",
+  "datePublished": "2024-05-07"
 }
 
   </script><script>
diff --git a/pkgdown.yml b/pkgdown.yml
index 0f1a0b7..42cd1c2 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,5 +2,5 @@ pandoc: 3.1.11
 pkgdown: 2.0.9
 pkgdown_sha: ~
 articles: {}
-last_built: 2024-04-30T00:06Z
+last_built: 2024-05-07T00:09Z
 
diff --git a/profiles.html b/profiles.html
index c09054d..2f407e0 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": "2024-04-30",
-  "datePublished": "2024-04-30"
+  "dateModified": "2024-05-07",
+  "datePublished": "2024-05-07"
 }
 
   </script><script>