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index 521e76c..a8762ec 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 b1a517a..4ea96dd 100644
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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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diff --git a/03_setup_env.html b/03_setup_env.html
index c0de835..652d93e 100644
--- a/03_setup_env.html
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diff --git a/06_create_snakefile.html b/06_create_snakefile.html
index dd50e27..447b573 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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   "dateCreated": "2023-03-22",
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index 5c5881b..7befa54 100644
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@@ -547,7 +547,7 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
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diff --git a/08_scatter_rule.html b/08_scatter_rule.html
index e1f7b60..bfc8999 100644
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@@ -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 644b673..8ab3a52 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 feea58d..40aeea5 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 c6bbd61..f12aacd 100644
--- a/11_summary_rule.html
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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 94e7d16..43d1a9a 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 24013ac..997ad57 100644
--- a/404.html
+++ b/404.html
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   "dateCreated": "2023-03-22",
-  "dateModified": "2024-04-23",
-  "datePublished": "2024-04-23"
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diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index 1e7a827..3f71325 100644
--- a/CODE_OF_CONDUCT.html
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@@ -381,7 +381,7 @@ <h1>Contributor Code of Conduct</h1>
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   "dateModified": "2022-08-05",
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diff --git a/LICENSE.html b/LICENSE.html
index a8bd4ba..0c11ea8 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 43d2ac2..7089176 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",
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diff --git a/images.html b/images.html
index 4019a88..96c3865 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": "2024-04-23",
-  "datePublished": "2024-04-23"
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   </script><script>
diff --git a/index.html b/index.html
index 2ac3ab2..43f37db 100644
--- a/index.html
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@@ -366,8 +366,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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   "dateCreated": "2023-03-22",
-  "dateModified": "2024-04-23",
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diff --git a/instructor-notes.html b/instructor-notes.html
index 37e9dbd..b51a2e7 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": "2024-04-23",
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diff --git a/instructor/01_introduction.html b/instructor/01_introduction.html
index 8259dab..5fa9ec1 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 dfa4fb9..1206437 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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   "dateModified": "2023-03-21",
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diff --git a/instructor/03_setup_env.html b/instructor/03_setup_env.html
index 7ec3631..9098a21 100644
--- a/instructor/03_setup_env.html
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@@ -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",
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diff --git a/instructor/06_create_snakefile.html b/instructor/06_create_snakefile.html
index 9dff966..034f4f8 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 b81bf79..1424056 100644
--- a/instructor/07_filter_rule.html
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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 ffe7777..e69a5a7 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 02bd1ef..7e94d87 100644
--- a/instructor/09_container_rule.html
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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 34b1d52..c0f0600 100644
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@@ -438,7 +438,7 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
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diff --git a/instructor/11_summary_rule.html b/instructor/11_summary_rule.html
index 5071663..6b77053 100644
--- a/instructor/11_summary_rule.html
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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 857664c..c895293 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",
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diff --git a/instructor/404.html b/instructor/404.html
index 909a1eb..9822564 100644
--- a/instructor/404.html
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   "dateCreated": "2023-03-22",
-  "dateModified": "2024-04-23",
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diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index cec7906..ee1b0fa 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
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diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index 8a33fab..99db6c0 100644
--- a/instructor/LICENSE.html
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   "dateCreated": "2023-03-22",
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diff --git a/instructor/aio.html b/instructor/aio.html
index f9f5a26..1e2d236 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",
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diff --git a/instructor/images.html b/instructor/images.html
index a27c092..984c8b2 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": "2024-04-23",
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diff --git a/instructor/index.html b/instructor/index.html
index abfe097..358bca9 100644
--- a/instructor/index.html
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   "dateCreated": "2023-03-22",
-  "dateModified": "2024-04-23",
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diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index 7c2a244..d23d6b7 100644
--- a/instructor/instructor-notes.html
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@@ -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": "2024-04-23",
-  "datePublished": "2024-04-23"
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diff --git a/instructor/key-points.html b/instructor/key-points.html
index 3775781..cc73f68 100644
--- a/instructor/key-points.html
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   "dateCreated": "2023-03-22",
-  "dateModified": "2024-04-23",
-  "datePublished": "2024-04-23"
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diff --git a/instructor/profiles.html b/instructor/profiles.html
index 9c5a000..c9cd717 100644
--- a/instructor/profiles.html
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   "dateCreated": "2023-03-22",
-  "dateModified": "2024-04-23",
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diff --git a/key-points.html b/key-points.html
index 34ff684..2578bc3 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": "2024-04-23",
-  "datePublished": "2024-04-23"
+  "dateModified": "2024-04-30",
+  "datePublished": "2024-04-30"
 }
 
   </script><script>
diff --git a/pkgdown.yml b/pkgdown.yml
index 5e6cf87..0f1a0b7 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,5 +2,5 @@ pandoc: 3.1.11
 pkgdown: 2.0.9
 pkgdown_sha: ~
 articles: {}
-last_built: 2024-04-23T00:07Z
+last_built: 2024-04-30T00:06Z
 
diff --git a/profiles.html b/profiles.html
index efa52b7..c09054d 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": "2024-04-23",
-  "datePublished": "2024-04-23"
+  "dateModified": "2024-04-30",
+  "datePublished": "2024-04-30"
 }
 
   </script><script>