From f590807a9c008441fc3d446b01c7838a041a274e Mon Sep 17 00:00:00 2001
From: GitHub Actions <actions@github.com>
Date: Sat, 23 Nov 2024 01:31:14 +0000
Subject: [PATCH] site deploy

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Source  : 3ef1074d82cff318e06cf5faaed92492012bbe4d
Branch  : md-outputs
Author  : GitHub Actions <actions@github.com>
Time    : 2024-11-23 01:31:01 +0000
Message : markdown source builds

Auto-generated via `{sandpaper}`
Source  : 96901a71051bcdd261b472da475adf0de57903b4
Branch  : main
Author  : peterlaurin <69608241+peterlaurin@users.noreply.github.com>
Time    : 2024-11-23 01:30:07 +0000
Message : Merge pull request #65 from carpentries-incubator/kaijagahm-patch-3

Update pull_request_template.md
---
 1-intro-reproducible-examples.html            |  6 +-
 2-understanding-your-code.html                |  8 +-
 3-identify-the-problem.html                   |  8 +-
 4-minimal-reproducible-data.html              | 64 +++++++--------
 404.html                                      |  4 +-
 5-minimal-reproducible-code.html              |  6 +-
 6-asking-your-question.html                   |  6 +-
 CODE_OF_CONDUCT.html                          |  6 +-
 GOVERNANCE.html                               |  6 +-
 LICENSE.html                                  |  6 +-
 aio.html                                      | 78 +++++++++----------
 images.html                                   |  4 +-
 index.html                                    |  4 +-
 instructor-notes.html                         |  4 +-
 instructor/1-intro-reproducible-examples.html |  6 +-
 instructor/2-understanding-your-code.html     |  8 +-
 instructor/3-identify-the-problem.html        |  8 +-
 instructor/4-minimal-reproducible-data.html   | 64 +++++++--------
 instructor/404.html                           |  4 +-
 instructor/5-minimal-reproducible-code.html   |  6 +-
 instructor/6-asking-your-question.html        |  6 +-
 instructor/CODE_OF_CONDUCT.html               |  6 +-
 instructor/GOVERNANCE.html                    |  6 +-
 instructor/LICENSE.html                       |  6 +-
 instructor/aio.html                           | 78 +++++++++----------
 instructor/images.html                        |  4 +-
 instructor/index.html                         |  4 +-
 instructor/instructor-notes.html              |  4 +-
 instructor/key-points.html                    |  4 +-
 instructor/profiles.html                      |  4 +-
 instructor/reference.html                     |  6 +-
 key-points.html                               |  4 +-
 md5sum.txt                                    | 33 ++++----
 pkgdown.yml                                   |  2 +-
 profiles.html                                 |  4 +-
 reference.html                                |  6 +-
 36 files changed, 242 insertions(+), 241 deletions(-)

diff --git a/1-intro-reproducible-examples.html b/1-intro-reproducible-examples.html
index 2aafad7c..27cf3c11 100644
--- a/1-intro-reproducible-examples.html
+++ b/1-intro-reproducible-examples.html
@@ -326,7 +326,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>What is a reprex and why is it useful?</h1>
-        <p>Last updated on 2024-11-19 |
+        <p>Last updated on 2024-11-23 |
 
         <a href="https://github.com/carpentries-incubator/R-help-reprexes/edit/main/episodes/1-intro-reproducible-examples.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -524,8 +524,8 @@ <h3 class="callout-title">Key Points</h3>
   "url": "https://carpentries-incubator.github.io/R-help-reprexes/1-intro-reproducible-examples.html",
   "identifier": "https://carpentries-incubator.github.io/R-help-reprexes/1-intro-reproducible-examples.html",
   "dateCreated": "2024-05-14",
-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
+  "dateModified": "2024-11-23",
+  "datePublished": "2024-11-23"
 }
 
   </script><script>
diff --git a/2-understanding-your-code.html b/2-understanding-your-code.html
index 084ff8a4..a9d1f062 100644
--- a/2-understanding-your-code.html
+++ b/2-understanding-your-code.html
@@ -319,7 +319,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Understanding your code</h1>
-        <p>Last updated on 2024-11-19 |
+        <p>Last updated on 2024-11-23 |
 
         <a href="https://github.com/carpentries-incubator/R-help-reprexes/edit/main/episodes/2-understanding-your-code.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -394,7 +394,7 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <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">
 <pre><code>D. Load necessary packages
 B. Choose only the most fuel efficient cars
@@ -471,8 +471,8 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
   "url": "https://carpentries-incubator.github.io/R-help-reprexes/2-understanding-your-code.html",
   "identifier": "https://carpentries-incubator.github.io/R-help-reprexes/2-understanding-your-code.html",
   "dateCreated": "2024-05-14",
-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
+  "dateModified": "2024-11-23",
+  "datePublished": "2024-11-23"
 }
 
   </script><script>
diff --git a/3-identify-the-problem.html b/3-identify-the-problem.html
index a0066f27..11b1fbd6 100644
--- a/3-identify-the-problem.html
+++ b/3-identify-the-problem.html
@@ -319,7 +319,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Identify the problem and make a plan</h1>
-        <p>Last updated on 2024-11-19 |
+        <p>Last updated on 2024-11-23 |
 
         <a href="https://github.com/carpentries-incubator/R-help-reprexes/edit/main/episodes/3-identify-the-problem.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -399,7 +399,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Solution Title
   </h4>
 </button>
-<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">
 <ol start="2" style="list-style-type: lower-alpha"><li>Error in length(5, 6, 7) : 3 arguments passed to ‘length’ which
 requires 1</li>
@@ -472,8 +472,8 @@ <h4 class="accordion-header" id="headingSolution1">
   "url": "https://carpentries-incubator.github.io/R-help-reprexes/3-identify-the-problem.html",
   "identifier": "https://carpentries-incubator.github.io/R-help-reprexes/3-identify-the-problem.html",
   "dateCreated": "2024-05-14",
-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
+  "dateModified": "2024-11-23",
+  "datePublished": "2024-11-23"
 }
 
   </script><script>
diff --git a/4-minimal-reproducible-data.html b/4-minimal-reproducible-data.html
index 98ad2e08..ca714438 100644
--- a/4-minimal-reproducible-data.html
+++ b/4-minimal-reproducible-data.html
@@ -331,7 +331,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Minimal Reproducible Data</h1>
-        <p>Last updated on 2024-11-19 |
+        <p>Last updated on 2024-11-23 |
 
         <a href="https://github.com/carpentries-incubator/R-help-reprexes/edit/main/episodes/4-minimal-reproducible-data.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -667,7 +667,7 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="output" tabindex="0"><code> [1]  8 10  1  9  4  5  3  6  2  7</code></pre>
+<pre class="output" tabindex="0"><code> [1]  1  7  5  6 10  4  2  8  9  3</code></pre>
 </div>
 <p>Or you can randomly sample from a normal distribution</p>
 <div class="codewrapper sourceCode" id="cb10">
@@ -680,8 +680,8 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="output" tabindex="0"><code> [1]  0.149017030 -2.052662308  0.724898963  1.871982075  0.742617077
- [6] -1.016991218 -1.601141112 -0.418243299 -0.009791657  0.070510038</code></pre>
+<pre class="output" tabindex="0"><code> [1]  1.10569801 -0.14450191 -0.19032124 -1.58765128 -0.11233821  0.69410554
+ [7] -1.44132971 -0.09031697  0.11538538 -0.87659347</code></pre>
 </div>
 <p>You can also use <code>letters</code> to create factors.</p>
 <div class="codewrapper sourceCode" id="cb12">
@@ -694,8 +694,8 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="output" tabindex="0"><code> [1] "a" "b" "d" "d" "a" "b" "c" "d" "c" "b" "a" "a" "d" "c" "d" "b" "a" "a" "b"
-[20] "b"</code></pre>
+<pre class="output" tabindex="0"><code> [1] "c" "a" "d" "c" "d" "c" "b" "d" "a" "b" "b" "d" "d" "d" "a" "b" "c" "b" "b"
+[20] "d"</code></pre>
 </div>
 <p>Remember that a data frame is just a collection of vectors. You can
 create a data frame using <code>data.frame</code> (or
@@ -713,12 +713,12 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
 <pre class="output" tabindex="0"><code>  x          y
-1 a -0.7829378
-2 b  0.7175819
-3 a  0.1804369
-4 c  0.7685845
-5 a -0.1094398
-6 c -0.8375016</code></pre>
+1 a  0.3779883
+2 a -0.4848711
+3 a  2.3144652
+4 b -1.1755378
+5 a -0.5694976
+6 b  1.9108507</code></pre>
 </div>
 <p><strong>However</strong>, when sampling at random you must remember
 to <code>set.seed()</code> before sending it to someone to make sure you
@@ -862,24 +862,24 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
 <pre class="output" tabindex="0"><code>   Day Plot Species
-1    1   P2       B
-2    2   P1       C
-3    3   P1       A
-4    4   P1       A
-5    5   P2       B
-6    6   P1       B
-7    7   P2       C
-8    8   P1       A
-9    9   P2       D
-10  10   P2       A
-11   1   P2       A
-12   2   P1       D
-13   3   P1       A
-14   4   P1       C
-15   5   P2       C
-16   6   P2       D
-17   7   P1       A
-18   8   P1       B
+1    1   P1       A
+2    2   P1       B
+3    3   P1       D
+4    4   P1       B
+5    5   P1       A
+6    6   P2       C
+7    7   P2       D
+8    8   P1       C
+9    9   P2       A
+10  10   P1       C
+11   1   P2       D
+12   2   P1       B
+13   3   P2       C
+14   4   P1       D
+15   5   P2       B
+16   6   P1       B
+17   7   P2       C
+18   8   P2       B
 19   9   P1       B
 20  10   P2       C</code></pre>
 </div>
@@ -1493,8 +1493,8 @@ <h3 class="callout-title">Key Points</h3>
   "url": "https://carpentries-incubator.github.io/R-help-reprexes/4-minimal-reproducible-data.html",
   "identifier": "https://carpentries-incubator.github.io/R-help-reprexes/4-minimal-reproducible-data.html",
   "dateCreated": "2024-05-14",
-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
+  "dateModified": "2024-11-23",
+  "datePublished": "2024-11-23"
 }
 
   </script><script>
diff --git a/404.html b/404.html
index 6bde842b..f8b94800 100644
--- a/404.html
+++ b/404.html
@@ -376,8 +376,8 @@ <h1>Page not found</h1>
   "url": "https://carpentries-incubator.github.io/R-help-reprexes/404.html",
   "identifier": "https://carpentries-incubator.github.io/R-help-reprexes/404.html",
   "dateCreated": "2024-05-14",
-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
+  "dateModified": "2024-11-23",
+  "datePublished": "2024-11-23"
 }
 
   </script><script>
diff --git a/5-minimal-reproducible-code.html b/5-minimal-reproducible-code.html
index 87738fc6..7c10fce2 100644
--- a/5-minimal-reproducible-code.html
+++ b/5-minimal-reproducible-code.html
@@ -319,7 +319,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Minimal Reproducible Code</h1>
-        <p>Last updated on 2024-11-19 |
+        <p>Last updated on 2024-11-23 |
 
         <a href="https://github.com/carpentries-incubator/R-help-reprexes/edit/main/episodes/5-minimal-reproducible-code.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -420,8 +420,8 @@ <h3 class="card-title">Objectives</h3>
   "url": "https://carpentries-incubator.github.io/R-help-reprexes/5-minimal-reproducible-code.html",
   "identifier": "https://carpentries-incubator.github.io/R-help-reprexes/5-minimal-reproducible-code.html",
   "dateCreated": "2024-05-14",
-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
+  "dateModified": "2024-11-23",
+  "datePublished": "2024-11-23"
 }
 
   </script><script>
diff --git a/6-asking-your-question.html b/6-asking-your-question.html
index c5611dd4..88dff2c0 100644
--- a/6-asking-your-question.html
+++ b/6-asking-your-question.html
@@ -319,7 +319,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Asking your question</h1>
-        <p>Last updated on 2024-11-19 |
+        <p>Last updated on 2024-11-23 |
 
         <a href="https://github.com/carpentries-incubator/R-help-reprexes/edit/main/episodes/6-asking-your-question.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -431,8 +431,8 @@ <h3 class="callout-title">Key Points</h3>
   "url": "https://carpentries-incubator.github.io/R-help-reprexes/6-asking-your-question.html",
   "identifier": "https://carpentries-incubator.github.io/R-help-reprexes/6-asking-your-question.html",
   "dateCreated": "2024-05-14",
-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
+  "dateModified": "2024-11-23",
+  "datePublished": "2024-11-23"
 }
 
   </script><script>
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index b46436ff..fce10081 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -315,7 +315,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1></h1>
-        <p>Last updated on 2024-11-19 |
+        <p>Last updated on 2024-11-23 |
 
         <a href="https://github.com/carpentries-incubator/R-help-reprexes/edit/main/CODE_OF_CONDUCT.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -399,8 +399,8 @@ <h1 id="contributor-code-of-conduct">Contributor Code of Conduct<a class="anchor
   "url": "https://carpentries-incubator.github.io/R-help-reprexes/CODE_OF_CONDUCT.html",
   "identifier": "https://carpentries-incubator.github.io/R-help-reprexes/CODE_OF_CONDUCT.html",
   "dateCreated": "2024-05-14",
-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
+  "dateModified": "2024-11-23",
+  "datePublished": "2024-11-23"
 }
 
   </script><script>
diff --git a/GOVERNANCE.html b/GOVERNANCE.html
index c7ebd05e..8f3eb8bd 100644
--- a/GOVERNANCE.html
+++ b/GOVERNANCE.html
@@ -315,7 +315,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1></h1>
-        <p>Last updated on 2024-11-19 |
+        <p>Last updated on 2024-11-23 |
 
         <a href="https://github.com/carpentries-incubator/R-help-reprexes/edit/main/GOVERNANCE.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -541,8 +541,8 @@ <h3 id="decision-making">Decision-making<a class="anchor" aria-label="anchor" hr
   "url": "https://carpentries-incubator.github.io/R-help-reprexes/GOVERNANCE.html",
   "identifier": "https://carpentries-incubator.github.io/R-help-reprexes/GOVERNANCE.html",
   "dateCreated": "2024-05-14",
-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
+  "dateModified": "2024-11-23",
+  "datePublished": "2024-11-23"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index a67d9ff2..bd843278 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -315,7 +315,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1></h1>
-        <p>Last updated on 2024-11-19 |
+        <p>Last updated on 2024-11-23 |
 
         <a href="https://github.com/carpentries-incubator/R-help-reprexes/edit/main/LICENSE.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -456,8 +456,8 @@ <h2 id="trademark">Trademark<a class="anchor" aria-label="anchor" href="#tradema
   "url": "https://carpentries-incubator.github.io/R-help-reprexes/LICENSE.html",
   "identifier": "https://carpentries-incubator.github.io/R-help-reprexes/LICENSE.html",
   "dateCreated": "2024-05-14",
-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
+  "dateModified": "2024-11-23",
+  "datePublished": "2024-11-23"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index 2ce951ef..8096e86f 100644
--- a/aio.html
+++ b/aio.html
@@ -368,7 +368,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         
 <section id="aio-1-intro-reproducible-examples"><p>Content from <a href="1-intro-reproducible-examples.html">What is a reprex and why is it useful?</a></p>
 <hr>
-<p>Last updated on 2024-11-19 |
+<p>Last updated on 2024-11-23 |
 
         <a href="https://github.com/carpentries-incubator/R-help-reprexes/edit/main/episodes/1-intro-reproducible-examples.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -517,7 +517,7 @@ <h3 class="callout-title">Key Points</h3>
  -->
 </section></section><section id="aio-2-understanding-your-code"><p>Content from <a href="2-understanding-your-code.html">Understanding your code</a></p>
 <hr>
-<p>Last updated on 2024-11-19 |
+<p>Last updated on 2024-11-23 |
 
         <a href="https://github.com/carpentries-incubator/R-help-reprexes/edit/main/episodes/2-understanding-your-code.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -590,7 +590,7 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <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">
 <pre><code>D. Load necessary packages
 B. Choose only the most fuel efficient cars
@@ -603,7 +603,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
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 </div></section><section id="aio-3-identify-the-problem"><p>Content from <a href="3-identify-the-problem.html">Identify the problem and make a plan</a></p>
 <hr>
-<p>Last updated on 2024-11-19 |
+<p>Last updated on 2024-11-23 |
 
         <a href="https://github.com/carpentries-incubator/R-help-reprexes/edit/main/episodes/3-identify-the-problem.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -683,7 +683,7 @@ <h4 class="accordion-header" id="headingSolution1">
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+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <ol start="2" style="list-style-type: lower-alpha">
 <li>Error in length(5, 6, 7) : 3 arguments passed to ‘length’ which
@@ -694,7 +694,7 @@ <h4 class="accordion-header" id="headingSolution1">
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 <hr>
-<p>Last updated on 2024-11-19 |
+<p>Last updated on 2024-11-23 |
 
         <a href="https://github.com/carpentries-incubator/R-help-reprexes/edit/main/episodes/4-minimal-reproducible-data.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -1051,7 +1051,7 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="output" tabindex="0"><code> [1]  8 10  1  9  4  5  3  6  2  7</code></pre>
+<pre class="output" tabindex="0"><code> [1]  1  7  5  6 10  4  2  8  9  3</code></pre>
 </div>
 <p>Or you can randomly sample from a normal distribution</p>
 <div class="codewrapper sourceCode" id="cb10">
@@ -1064,8 +1064,8 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
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 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="output" tabindex="0"><code> [1]  0.149017030 -2.052662308  0.724898963  1.871982075  0.742617077
- [6] -1.016991218 -1.601141112 -0.418243299 -0.009791657  0.070510038</code></pre>
+<pre class="output" tabindex="0"><code> [1]  1.10569801 -0.14450191 -0.19032124 -1.58765128 -0.11233821  0.69410554
+ [7] -1.44132971 -0.09031697  0.11538538 -0.87659347</code></pre>
 </div>
 <p>You can also use <code>letters</code> to create factors.</p>
 <div class="codewrapper sourceCode" id="cb12">
@@ -1078,8 +1078,8 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
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 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="output" tabindex="0"><code> [1] "a" "b" "d" "d" "a" "b" "c" "d" "c" "b" "a" "a" "d" "c" "d" "b" "a" "a" "b"
-[20] "b"</code></pre>
+<pre class="output" tabindex="0"><code> [1] "c" "a" "d" "c" "d" "c" "b" "d" "a" "b" "b" "d" "d" "d" "a" "b" "c" "b" "b"
+[20] "d"</code></pre>
 </div>
 <p>Remember that a data frame is just a collection of vectors. You can
 create a data frame using <code>data.frame</code> (or
@@ -1097,12 +1097,12 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
 <pre class="output" tabindex="0"><code>  x          y
-1 a -0.7829378
-2 b  0.7175819
-3 a  0.1804369
-4 c  0.7685845
-5 a -0.1094398
-6 c -0.8375016</code></pre>
+1 a  0.3779883
+2 a -0.4848711
+3 a  2.3144652
+4 b -1.1755378
+5 a -0.5694976
+6 b  1.9108507</code></pre>
 </div>
 <p><strong>However</strong>, when sampling at random you must remember
 to <code>set.seed()</code> before sending it to someone to make sure you
@@ -1256,24 +1256,24 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
 <pre class="output" tabindex="0"><code>   Day Plot Species
-1    1   P2       B
-2    2   P1       C
-3    3   P1       A
-4    4   P1       A
-5    5   P2       B
-6    6   P1       B
-7    7   P2       C
-8    8   P1       A
-9    9   P2       D
-10  10   P2       A
-11   1   P2       A
-12   2   P1       D
-13   3   P1       A
-14   4   P1       C
-15   5   P2       C
-16   6   P2       D
-17   7   P1       A
-18   8   P1       B
+1    1   P1       A
+2    2   P1       B
+3    3   P1       D
+4    4   P1       B
+5    5   P1       A
+6    6   P2       C
+7    7   P2       D
+8    8   P1       C
+9    9   P2       A
+10  10   P1       C
+11   1   P2       D
+12   2   P1       B
+13   3   P2       C
+14   4   P1       D
+15   5   P2       B
+16   6   P1       B
+17   7   P2       C
+18   8   P2       B
 19   9   P1       B
 20  10   P2       C</code></pre>
 </div>
@@ -1846,7 +1846,7 @@ <h3 class="callout-title">Key Points</h3>
  -->
 </section></section><section id="aio-5-minimal-reproducible-code"><p>Content from <a href="5-minimal-reproducible-code.html">Minimal Reproducible Code</a></p>
 <hr>
-<p>Last updated on 2024-11-19 |
+<p>Last updated on 2024-11-23 |
 
         <a href="https://github.com/carpentries-incubator/R-help-reprexes/edit/main/episodes/5-minimal-reproducible-code.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -1881,7 +1881,7 @@ <h3 class="card-title">Objectives</h3>
 code section and use those to get people to break down code into minimal
 chunks. Emphasize that it’s not always going to be linear (</p></section><section id="aio-6-asking-your-question"><p>Content from <a href="6-asking-your-question.html">Asking your question</a></p>
 <hr>
-<p>Last updated on 2024-11-19 |
+<p>Last updated on 2024-11-23 |
 
         <a href="https://github.com/carpentries-incubator/R-help-reprexes/edit/main/episodes/6-asking-your-question.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -1975,8 +1975,8 @@ <h3 class="callout-title">Key Points</h3>
   "url": "https://carpentries-incubator.github.io/R-help-reprexes/aio.html",
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   "dateCreated": "2024-05-14",
-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
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+  "datePublished": "2024-11-23"
 }
 
   </script><script>
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@@ -455,8 +455,8 @@ <h3 id="4-minimal-reproducible-data-figure-9">Figure 9</h3>
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   "dateCreated": "2024-05-14",
-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
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-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
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 }
 
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-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
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 }
 
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+++ b/instructor/1-intro-reproducible-examples.html
@@ -326,7 +326,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>What is a reprex and why is it useful?</h1>
-        <p>Last updated on 2024-11-19 |
+        <p>Last updated on 2024-11-23 |
 
         <a href="https://github.com/carpentries-incubator/R-help-reprexes/edit/main/episodes/1-intro-reproducible-examples.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -526,8 +526,8 @@ <h3 class="callout-title">Key Points</h3>
   "url": "https://carpentries-incubator.github.io/R-help-reprexes/instructor/1-intro-reproducible-examples.html",
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   "dateCreated": "2024-05-14",
-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
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 }
 
   </script><script>
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index 9ea850ba..c4e4c7d4 100644
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+++ b/instructor/2-understanding-your-code.html
@@ -319,7 +319,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Understanding your code</h1>
-        <p>Last updated on 2024-11-19 |
+        <p>Last updated on 2024-11-23 |
 
         <a href="https://github.com/carpentries-incubator/R-help-reprexes/edit/main/episodes/2-understanding-your-code.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -396,7 +396,7 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
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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">
 <pre><code>D. Load necessary packages
 B. Choose only the most fuel efficient cars
@@ -473,8 +473,8 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
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   "dateCreated": "2024-05-14",
-  "dateModified": "2024-11-19",
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       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Identify the problem and make a plan</h1>
-        <p>Last updated on 2024-11-19 |
+        <p>Last updated on 2024-11-23 |
 
         <a href="https://github.com/carpentries-incubator/R-help-reprexes/edit/main/episodes/3-identify-the-problem.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -401,7 +401,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Solution Title
   </h4>
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-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
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 <div class="accordion-body">
 <ol start="2" style="list-style-type: lower-alpha"><li>Error in length(5, 6, 7) : 3 arguments passed to ‘length’ which
 requires 1</li>
@@ -474,8 +474,8 @@ <h4 class="accordion-header" id="headingSolution1">
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   "dateCreated": "2024-05-14",
-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
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 }
 
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+++ b/instructor/4-minimal-reproducible-data.html
@@ -331,7 +331,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Minimal Reproducible Data</h1>
-        <p>Last updated on 2024-11-19 |
+        <p>Last updated on 2024-11-23 |
 
         <a href="https://github.com/carpentries-incubator/R-help-reprexes/edit/main/episodes/4-minimal-reproducible-data.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -704,7 +704,7 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="output" tabindex="0"><code> [1]  8 10  1  9  4  5  3  6  2  7</code></pre>
+<pre class="output" tabindex="0"><code> [1]  1  7  5  6 10  4  2  8  9  3</code></pre>
 </div>
 <p>Or you can randomly sample from a normal distribution</p>
 <div class="codewrapper sourceCode" id="cb10">
@@ -717,8 +717,8 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="output" tabindex="0"><code> [1]  0.149017030 -2.052662308  0.724898963  1.871982075  0.742617077
- [6] -1.016991218 -1.601141112 -0.418243299 -0.009791657  0.070510038</code></pre>
+<pre class="output" tabindex="0"><code> [1]  1.10569801 -0.14450191 -0.19032124 -1.58765128 -0.11233821  0.69410554
+ [7] -1.44132971 -0.09031697  0.11538538 -0.87659347</code></pre>
 </div>
 <p>You can also use <code>letters</code> to create factors.</p>
 <div class="codewrapper sourceCode" id="cb12">
@@ -731,8 +731,8 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="output" tabindex="0"><code> [1] "a" "b" "d" "d" "a" "b" "c" "d" "c" "b" "a" "a" "d" "c" "d" "b" "a" "a" "b"
-[20] "b"</code></pre>
+<pre class="output" tabindex="0"><code> [1] "c" "a" "d" "c" "d" "c" "b" "d" "a" "b" "b" "d" "d" "d" "a" "b" "c" "b" "b"
+[20] "d"</code></pre>
 </div>
 <p>Remember that a data frame is just a collection of vectors. You can
 create a data frame using <code>data.frame</code> (or
@@ -750,12 +750,12 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
 <pre class="output" tabindex="0"><code>  x          y
-1 a -0.7829378
-2 b  0.7175819
-3 a  0.1804369
-4 c  0.7685845
-5 a -0.1094398
-6 c -0.8375016</code></pre>
+1 a  0.3779883
+2 a -0.4848711
+3 a  2.3144652
+4 b -1.1755378
+5 a -0.5694976
+6 b  1.9108507</code></pre>
 </div>
 <p><strong>However</strong>, when sampling at random you must remember
 to <code>set.seed()</code> before sending it to someone to make sure you
@@ -911,24 +911,24 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
 <pre class="output" tabindex="0"><code>   Day Plot Species
-1    1   P2       B
-2    2   P1       C
-3    3   P1       A
-4    4   P1       A
-5    5   P2       B
-6    6   P1       B
-7    7   P2       C
-8    8   P1       A
-9    9   P2       D
-10  10   P2       A
-11   1   P2       A
-12   2   P1       D
-13   3   P1       A
-14   4   P1       C
-15   5   P2       C
-16   6   P2       D
-17   7   P1       A
-18   8   P1       B
+1    1   P1       A
+2    2   P1       B
+3    3   P1       D
+4    4   P1       B
+5    5   P1       A
+6    6   P2       C
+7    7   P2       D
+8    8   P1       C
+9    9   P2       A
+10  10   P1       C
+11   1   P2       D
+12   2   P1       B
+13   3   P2       C
+14   4   P1       D
+15   5   P2       B
+16   6   P1       B
+17   7   P2       C
+18   8   P2       B
 19   9   P1       B
 20  10   P2       C</code></pre>
 </div>
@@ -1564,8 +1564,8 @@ <h3 class="callout-title">Key Points</h3>
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 }
 
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-  "datePublished": "2024-11-19"
+  "dateModified": "2024-11-23",
+  "datePublished": "2024-11-23"
 }
 
   </script><script>
diff --git a/instructor/5-minimal-reproducible-code.html b/instructor/5-minimal-reproducible-code.html
index 81536b92..bf155072 100644
--- a/instructor/5-minimal-reproducible-code.html
+++ b/instructor/5-minimal-reproducible-code.html
@@ -319,7 +319,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Minimal Reproducible Code</h1>
-        <p>Last updated on 2024-11-19 |
+        <p>Last updated on 2024-11-23 |
 
         <a href="https://github.com/carpentries-incubator/R-help-reprexes/edit/main/episodes/5-minimal-reproducible-code.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -422,8 +422,8 @@ <h3 class="card-title">Objectives</h3>
   "url": "https://carpentries-incubator.github.io/R-help-reprexes/instructor/5-minimal-reproducible-code.html",
   "identifier": "https://carpentries-incubator.github.io/R-help-reprexes/instructor/5-minimal-reproducible-code.html",
   "dateCreated": "2024-05-14",
-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
+  "dateModified": "2024-11-23",
+  "datePublished": "2024-11-23"
 }
 
   </script><script>
diff --git a/instructor/6-asking-your-question.html b/instructor/6-asking-your-question.html
index 266dc31d..cc541f9a 100644
--- a/instructor/6-asking-your-question.html
+++ b/instructor/6-asking-your-question.html
@@ -319,7 +319,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Asking your question</h1>
-        <p>Last updated on 2024-11-19 |
+        <p>Last updated on 2024-11-23 |
 
         <a href="https://github.com/carpentries-incubator/R-help-reprexes/edit/main/episodes/6-asking-your-question.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -433,8 +433,8 @@ <h3 class="callout-title">Key Points</h3>
   "url": "https://carpentries-incubator.github.io/R-help-reprexes/instructor/6-asking-your-question.html",
   "identifier": "https://carpentries-incubator.github.io/R-help-reprexes/instructor/6-asking-your-question.html",
   "dateCreated": "2024-05-14",
-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
+  "dateModified": "2024-11-23",
+  "datePublished": "2024-11-23"
 }
 
   </script><script>
diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index 5267650a..739e9321 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
@@ -315,7 +315,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1></h1>
-        <p>Last updated on 2024-11-19 |
+        <p>Last updated on 2024-11-23 |
 
         <a href="https://github.com/carpentries-incubator/R-help-reprexes/edit/main/CODE_OF_CONDUCT.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -401,8 +401,8 @@ <h1 id="contributor-code-of-conduct">Contributor Code of Conduct<a class="anchor
   "url": "https://carpentries-incubator.github.io/R-help-reprexes/instructor/CODE_OF_CONDUCT.html",
   "identifier": "https://carpentries-incubator.github.io/R-help-reprexes/instructor/CODE_OF_CONDUCT.html",
   "dateCreated": "2024-05-14",
-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
+  "dateModified": "2024-11-23",
+  "datePublished": "2024-11-23"
 }
 
   </script><script>
diff --git a/instructor/GOVERNANCE.html b/instructor/GOVERNANCE.html
index 561d9eca..e7b0c5e1 100644
--- a/instructor/GOVERNANCE.html
+++ b/instructor/GOVERNANCE.html
@@ -315,7 +315,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1></h1>
-        <p>Last updated on 2024-11-19 |
+        <p>Last updated on 2024-11-23 |
 
         <a href="https://github.com/carpentries-incubator/R-help-reprexes/edit/main/GOVERNANCE.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -543,8 +543,8 @@ <h3 id="decision-making">Decision-making<a class="anchor" aria-label="anchor" hr
   "url": "https://carpentries-incubator.github.io/R-help-reprexes/instructor/GOVERNANCE.html",
   "identifier": "https://carpentries-incubator.github.io/R-help-reprexes/instructor/GOVERNANCE.html",
   "dateCreated": "2024-05-14",
-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
+  "dateModified": "2024-11-23",
+  "datePublished": "2024-11-23"
 }
 
   </script><script>
diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index d3a875b8..72336261 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -315,7 +315,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1></h1>
-        <p>Last updated on 2024-11-19 |
+        <p>Last updated on 2024-11-23 |
 
         <a href="https://github.com/carpentries-incubator/R-help-reprexes/edit/main/LICENSE.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -458,8 +458,8 @@ <h2 id="trademark">Trademark<a class="anchor" aria-label="anchor" href="#tradema
   "url": "https://carpentries-incubator.github.io/R-help-reprexes/instructor/LICENSE.html",
   "identifier": "https://carpentries-incubator.github.io/R-help-reprexes/instructor/LICENSE.html",
   "dateCreated": "2024-05-14",
-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
+  "dateModified": "2024-11-23",
+  "datePublished": "2024-11-23"
 }
 
   </script><script>
diff --git a/instructor/aio.html b/instructor/aio.html
index e43baba0..6f665ca7 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -370,7 +370,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         
 <section id="aio-1-intro-reproducible-examples"><p>Content from <a href="1-intro-reproducible-examples.html">What is a reprex and why is it useful?</a></p>
 <hr>
-<p>Last updated on 2024-11-19 |
+<p>Last updated on 2024-11-23 |
 
         <a href="https://github.com/carpentries-incubator/R-help-reprexes/edit/main/episodes/1-intro-reproducible-examples.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 17 minutes</p>
@@ -520,7 +520,7 @@ <h3 class="callout-title">Key Points</h3>
  -->
 </section></section><section id="aio-2-understanding-your-code"><p>Content from <a href="2-understanding-your-code.html">Understanding your code</a></p>
 <hr>
-<p>Last updated on 2024-11-19 |
+<p>Last updated on 2024-11-23 |
 
         <a href="https://github.com/carpentries-incubator/R-help-reprexes/edit/main/episodes/2-understanding-your-code.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 12 minutes</p>
@@ -594,7 +594,7 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <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">
 <pre><code>D. Load necessary packages
 B. Choose only the most fuel efficient cars
@@ -607,7 +607,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </div>
 </div></section><section id="aio-3-identify-the-problem"><p>Content from <a href="3-identify-the-problem.html">Identify the problem and make a plan</a></p>
 <hr>
-<p>Last updated on 2024-11-19 |
+<p>Last updated on 2024-11-23 |
 
         <a href="https://github.com/carpentries-incubator/R-help-reprexes/edit/main/episodes/3-identify-the-problem.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 0 minutes</p>
@@ -688,7 +688,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Solution Title
   </h4>
 </button>
-<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">
 <ol start="2" style="list-style-type: lower-alpha">
 <li>Error in length(5, 6, 7) : 3 arguments passed to ‘length’ which
@@ -699,7 +699,7 @@ <h4 class="accordion-header" id="headingSolution1">
 </div>
 </div></section><section id="aio-4-minimal-reproducible-data"><p>Content from <a href="4-minimal-reproducible-data.html">Minimal Reproducible Data</a></p>
 <hr>
-<p>Last updated on 2024-11-19 |
+<p>Last updated on 2024-11-23 |
 
         <a href="https://github.com/carpentries-incubator/R-help-reprexes/edit/main/episodes/4-minimal-reproducible-data.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -1091,7 +1091,7 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="output" tabindex="0"><code> [1]  8 10  1  9  4  5  3  6  2  7</code></pre>
+<pre class="output" tabindex="0"><code> [1]  1  7  5  6 10  4  2  8  9  3</code></pre>
 </div>
 <p>Or you can randomly sample from a normal distribution</p>
 <div class="codewrapper sourceCode" id="cb10">
@@ -1104,8 +1104,8 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="output" tabindex="0"><code> [1]  0.149017030 -2.052662308  0.724898963  1.871982075  0.742617077
- [6] -1.016991218 -1.601141112 -0.418243299 -0.009791657  0.070510038</code></pre>
+<pre class="output" tabindex="0"><code> [1]  1.10569801 -0.14450191 -0.19032124 -1.58765128 -0.11233821  0.69410554
+ [7] -1.44132971 -0.09031697  0.11538538 -0.87659347</code></pre>
 </div>
 <p>You can also use <code>letters</code> to create factors.</p>
 <div class="codewrapper sourceCode" id="cb12">
@@ -1118,8 +1118,8 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="output" tabindex="0"><code> [1] "a" "b" "d" "d" "a" "b" "c" "d" "c" "b" "a" "a" "d" "c" "d" "b" "a" "a" "b"
-[20] "b"</code></pre>
+<pre class="output" tabindex="0"><code> [1] "c" "a" "d" "c" "d" "c" "b" "d" "a" "b" "b" "d" "d" "d" "a" "b" "c" "b" "b"
+[20] "d"</code></pre>
 </div>
 <p>Remember that a data frame is just a collection of vectors. You can
 create a data frame using <code>data.frame</code> (or
@@ -1137,12 +1137,12 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
 <pre class="output" tabindex="0"><code>  x          y
-1 a -0.7829378
-2 b  0.7175819
-3 a  0.1804369
-4 c  0.7685845
-5 a -0.1094398
-6 c -0.8375016</code></pre>
+1 a  0.3779883
+2 a -0.4848711
+3 a  2.3144652
+4 b -1.1755378
+5 a -0.5694976
+6 b  1.9108507</code></pre>
 </div>
 <p><strong>However</strong>, when sampling at random you must remember
 to <code>set.seed()</code> before sending it to someone to make sure you
@@ -1308,24 +1308,24 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
 <pre class="output" tabindex="0"><code>   Day Plot Species
-1    1   P2       B
-2    2   P1       C
-3    3   P1       A
-4    4   P1       A
-5    5   P2       B
-6    6   P1       B
-7    7   P2       C
-8    8   P1       A
-9    9   P2       D
-10  10   P2       A
-11   1   P2       A
-12   2   P1       D
-13   3   P1       A
-14   4   P1       C
-15   5   P2       C
-16   6   P2       D
-17   7   P1       A
-18   8   P1       B
+1    1   P1       A
+2    2   P1       B
+3    3   P1       D
+4    4   P1       B
+5    5   P1       A
+6    6   P2       C
+7    7   P2       D
+8    8   P1       C
+9    9   P2       A
+10  10   P1       C
+11   1   P2       D
+12   2   P1       B
+13   3   P2       C
+14   4   P1       D
+15   5   P2       B
+16   6   P1       B
+17   7   P2       C
+18   8   P2       B
 19   9   P1       B
 20  10   P2       C</code></pre>
 </div>
@@ -1920,7 +1920,7 @@ <h3 class="callout-title">Key Points</h3>
  -->
 </section></section><section id="aio-5-minimal-reproducible-code"><p>Content from <a href="5-minimal-reproducible-code.html">Minimal Reproducible Code</a></p>
 <hr>
-<p>Last updated on 2024-11-19 |
+<p>Last updated on 2024-11-23 |
 
         <a href="https://github.com/carpentries-incubator/R-help-reprexes/edit/main/episodes/5-minimal-reproducible-code.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 12 minutes</p>
@@ -1956,7 +1956,7 @@ <h3 class="card-title">Objectives</h3>
 code section and use those to get people to break down code into minimal
 chunks. Emphasize that it’s not always going to be linear (</p></section><section id="aio-6-asking-your-question"><p>Content from <a href="6-asking-your-question.html">Asking your question</a></p>
 <hr>
-<p>Last updated on 2024-11-19 |
+<p>Last updated on 2024-11-23 |
 
         <a href="https://github.com/carpentries-incubator/R-help-reprexes/edit/main/episodes/6-asking-your-question.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 12 minutes</p>
@@ -2051,8 +2051,8 @@ <h3 class="callout-title">Key Points</h3>
   "url": "https://carpentries-incubator.github.io/R-help-reprexes/instructor/aio.html",
   "identifier": "https://carpentries-incubator.github.io/R-help-reprexes/instructor/aio.html",
   "dateCreated": "2024-05-14",
-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
+  "dateModified": "2024-11-23",
+  "datePublished": "2024-11-23"
 }
 
   </script><script>
diff --git a/instructor/images.html b/instructor/images.html
index 29b1d7f9..010817e2 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -457,8 +457,8 @@ <h3 id="4-minimal-reproducible-data-figure-9">Figure 9</h3>
   "url": "https://carpentries-incubator.github.io/R-help-reprexes/instructor/images.html",
   "identifier": "https://carpentries-incubator.github.io/R-help-reprexes/instructor/images.html",
   "dateCreated": "2024-05-14",
-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
+  "dateModified": "2024-11-23",
+  "datePublished": "2024-11-23"
 }
 
   </script><script>
diff --git a/instructor/index.html b/instructor/index.html
index 6a768d9e..77a49b9b 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -672,8 +672,8 @@ <h3 id="download-the-data">Download the data<a class="anchor" aria-label="anchor
   "url": "https://carpentries-incubator.github.io/R-help-reprexes/instructor/index.html",
   "identifier": "https://carpentries-incubator.github.io/R-help-reprexes/instructor/index.html",
   "dateCreated": "2024-05-14",
-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
+  "dateModified": "2024-11-23",
+  "datePublished": "2024-11-23"
 }
 
   </script><script>
diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index 6a1437d5..8d119a11 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -500,8 +500,8 @@ <h3 id="4-minimal-reproducible-data-headingInstructor1">
   "url": "https://carpentries-incubator.github.io/R-help-reprexes/instructor/instructor-notes.html",
   "identifier": "https://carpentries-incubator.github.io/R-help-reprexes/instructor/instructor-notes.html",
   "dateCreated": "2024-05-14",
-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
+  "dateModified": "2024-11-23",
+  "datePublished": "2024-11-23"
 }
 
   </script><script>
diff --git a/instructor/key-points.html b/instructor/key-points.html
index 7a835059..04eb7b3f 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
@@ -450,8 +450,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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   "identifier": "https://carpentries-incubator.github.io/R-help-reprexes/instructor/key-points.html",
   "dateCreated": "2024-05-14",
-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
+  "dateModified": "2024-11-23",
+  "datePublished": "2024-11-23"
 }
 
   </script><script>
diff --git a/instructor/profiles.html b/instructor/profiles.html
index 5ed4cf1a..45cb2e10 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -352,8 +352,8 @@ <h1>Learner Profiles</h1>
   "url": "https://carpentries-incubator.github.io/R-help-reprexes/instructor/profiles.html",
   "identifier": "https://carpentries-incubator.github.io/R-help-reprexes/instructor/profiles.html",
   "dateCreated": "2024-05-14",
-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
+  "dateModified": "2024-11-23",
+  "datePublished": "2024-11-23"
 }
 
   </script><script>
diff --git a/instructor/reference.html b/instructor/reference.html
index 158ae535..f4182a3d 100644
--- a/instructor/reference.html
+++ b/instructor/reference.html
@@ -315,7 +315,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Reference</h1>
-        <p>Last updated on 2024-11-19 |
+        <p>Last updated on 2024-11-23 |
 
         <a href="https://github.com/carpentries-incubator/R-help-reprexes/edit/main/learners/reference.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -392,8 +392,8 @@ <h1>Reference</h1>
   "url": "https://carpentries-incubator.github.io/R-help-reprexes/instructor/reference.html",
   "identifier": "https://carpentries-incubator.github.io/R-help-reprexes/instructor/reference.html",
   "dateCreated": "2024-05-14",
-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
+  "dateModified": "2024-11-23",
+  "datePublished": "2024-11-23"
 }
 
   </script><script>
diff --git a/key-points.html b/key-points.html
index d37bc276..9629fbc8 100644
--- a/key-points.html
+++ b/key-points.html
@@ -448,8 +448,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://carpentries-incubator.github.io/R-help-reprexes/key-points.html",
   "identifier": "https://carpentries-incubator.github.io/R-help-reprexes/key-points.html",
   "dateCreated": "2024-05-14",
-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
+  "dateModified": "2024-11-23",
+  "datePublished": "2024-11-23"
 }
 
   </script><script>
diff --git a/md5sum.txt b/md5sum.txt
index b2c66de4..ffab2cba 100644
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@@ -1,17 +1,18 @@
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diff --git a/pkgdown.yml b/pkgdown.yml
index 3d02082f..d45cbe8c 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,4 +2,4 @@ pandoc: 3.1.11
 pkgdown: 2.1.1
 pkgdown_sha: ~
 articles: {}
-last_built: 2024-11-19T01:27Z
+last_built: 2024-11-23T01:31Z
diff --git a/profiles.html b/profiles.html
index 1ecde069..235218ee 100644
--- a/profiles.html
+++ b/profiles.html
@@ -352,8 +352,8 @@ <h1>Learner Profiles</h1>
   "url": "https://carpentries-incubator.github.io/R-help-reprexes/profiles.html",
   "identifier": "https://carpentries-incubator.github.io/R-help-reprexes/profiles.html",
   "dateCreated": "2024-05-14",
-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
+  "dateModified": "2024-11-23",
+  "datePublished": "2024-11-23"
 }
 
   </script><script>
diff --git a/reference.html b/reference.html
index 0b09fbc6..25aeabf8 100644
--- a/reference.html
+++ b/reference.html
@@ -315,7 +315,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Reference</h1>
-        <p>Last updated on 2024-11-19 |
+        <p>Last updated on 2024-11-23 |
 
         <a href="https://github.com/carpentries-incubator/R-help-reprexes/edit/main/learners/reference.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -390,8 +390,8 @@ <h1>Reference</h1>
   "url": "https://carpentries-incubator.github.io/R-help-reprexes/reference.html",
   "identifier": "https://carpentries-incubator.github.io/R-help-reprexes/reference.html",
   "dateCreated": "2024-05-14",
-  "dateModified": "2024-11-19",
-  "datePublished": "2024-11-19"
+  "dateModified": "2024-11-23",
+  "datePublished": "2024-11-23"
 }
 
   </script><script>