From b3f2722abfeea9f9013eb6d344ce4cdf96229137 Mon Sep 17 00:00:00 2001
From: GitHub Actions <actions@github.com>
Date: Fri, 16 Aug 2024 08:11:17 +0000
Subject: [PATCH] site deploy

Auto-generated via {sandpaper}
Source  : 664bedd6de9621305ec106dc9da5910c414c53d8
Branch  : md-outputs
Author  : GitHub Actions <actions@github.com>
Time    : 2024-08-16 08:10:55 +0000
Message : markdown source builds

Auto-generated via {sandpaper}
Source  : e15cddb4a7932f008f6e3a991ef52f9f2586a60d
Branch  : main
Author  : Andy Turner <a.turner@epcc.ed.ac.uk>
Time    : 2024-08-01 08:04:12 +0000
Message : Merge pull request #239 from jcohen02/fix/issue234

Updated questions at the start of "advanced containers"
---
 06-containers-on-the-cloud.html            |   4 +-
 08-orchestration.html                      |   4 +-
 404.html                                   |   6 +-
 CODE_OF_CONDUCT.html                       |   4 +-
 LICENSE.html                               |   4 +-
 about.html                                 |   4 +-
 advanced-containers.html                   |  27 +++++----
 aio.html                                   |  57 +++++++++---------
 creating-container-images.html             |  10 ++--
 discuss.html                               |   4 +-
 docker-hub.html                            |  12 ++--
 docker-image-examples.html                 |  14 ++---
 e01-github-actions.html                    |   4 +-
 e02-jekyll-lesson-example.html             |   4 +-
 fig/containers-cookie-cutter.png           | Bin 0 -> 412593 bytes
 images.html                                |  11 ++--
 index.html                                 |   6 +-
 instructor-notes.html                      |   6 +-
 instructor/06-containers-on-the-cloud.html |   4 +-
 instructor/08-orchestration.html           |   4 +-
 instructor/404.html                        |   6 +-
 instructor/CODE_OF_CONDUCT.html            |   4 +-
 instructor/LICENSE.html                    |   4 +-
 instructor/about.html                      |   4 +-
 instructor/advanced-containers.html        |  27 +++++----
 instructor/aio.html                        |  65 +++++++++++----------
 instructor/creating-container-images.html  |  10 ++--
 instructor/discuss.html                    |   4 +-
 instructor/docker-hub.html                 |  12 ++--
 instructor/docker-image-examples.html      |  16 ++---
 instructor/e01-github-actions.html         |   4 +-
 instructor/e02-jekyll-lesson-example.html  |   4 +-
 instructor/images.html                     |  11 ++--
 instructor/index.html                      |  28 ++++-----
 instructor/instructor-notes.html           |   6 +-
 instructor/introduction.html               |  34 +++++------
 instructor/key-points.html                 |   6 +-
 instructor/managing-containers.html        |  10 ++--
 instructor/meet-docker.html                |  16 ++---
 instructor/profiles.html                   |   6 +-
 instructor/reference.html                  |  16 +++--
 instructor/reproduciblity.html             |  18 +++---
 instructor/running-containers.html         |  10 ++--
 introduction.html                          |  32 +++++-----
 key-points.html                            |   6 +-
 managing-containers.html                   |  10 ++--
 md5sum.txt                                 |  12 ++--
 meet-docker.html                           |  14 ++---
 pkgdown.yml                                |   2 +-
 profiles.html                              |   6 +-
 reference.html                             |  16 +++--
 reproduciblity.html                        |  16 ++---
 running-containers.html                    |  10 ++--
 53 files changed, 335 insertions(+), 299 deletions(-)
 create mode 100644 fig/containers-cookie-cutter.png

diff --git a/06-containers-on-the-cloud.html b/06-containers-on-the-cloud.html
index bcb211464..fa59d1b24 100644
--- a/06-containers-on-the-cloud.html
+++ b/06-containers-on-the-cloud.html
@@ -539,9 +539,9 @@ <h3 id="edit-your-repositorys-bitbucket-pipelines-yml-file-through-the-web">Edit
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/06-containers-on-the-cloud.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/06-containers-on-the-cloud.html",
-  "dateCreated": "2024-07-26",
+  "dateCreated": "2024-08-01",
   "dateModified": "2024-07-31",
-  "datePublished": "2024-08-13"
+  "datePublished": "2024-08-16"
 }
 
   </script><script>
diff --git a/08-orchestration.html b/08-orchestration.html
index aed5adc00..3b928e9c6 100644
--- a/08-orchestration.html
+++ b/08-orchestration.html
@@ -470,9 +470,9 @@ <h3 class="callout-title">The Wild West<a class="anchor" aria-label="anchor" hre
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/08-orchestration.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/08-orchestration.html",
-  "dateCreated": "2024-07-26",
+  "dateCreated": "2024-08-01",
   "dateModified": "2024-07-31",
-  "datePublished": "2024-08-13"
+  "datePublished": "2024-08-16"
 }
 
   </script><script>
diff --git a/404.html b/404.html
index d56dff630..d59b20ca2 100644
--- a/404.html
+++ b/404.html
@@ -407,9 +407,9 @@ <h1>Page not found</h1>
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/404.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/404.html",
-  "dateCreated": "2024-07-26",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateCreated": "2024-08-01",
+  "dateModified": "2024-08-16",
+  "datePublished": "2024-08-16"
 }
 
   </script><script>
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index 49a200bca..be5aa772d 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -420,9 +420,9 @@ <h1>Contributor Code of Conduct</h1>
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/CODE_OF_CONDUCT.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/CODE_OF_CONDUCT.html",
-  "dateCreated": "2024-07-26",
+  "dateCreated": "2024-08-01",
   "dateModified": "2024-07-31",
-  "datePublished": "2024-08-13"
+  "datePublished": "2024-08-16"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index ad82fdbdb..023b015dc 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -471,9 +471,9 @@ <h1>Licenses</h1>
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/LICENSE.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/LICENSE.html",
-  "dateCreated": "2024-07-26",
+  "dateCreated": "2024-08-01",
   "dateModified": "2024-07-31",
-  "datePublished": "2024-08-13"
+  "datePublished": "2024-08-16"
 }
 
   </script><script>
diff --git a/about.html b/about.html
index f3815697b..a3a21bc28 100644
--- a/about.html
+++ b/about.html
@@ -413,9 +413,9 @@ <h1>About</h1>
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/about.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/about.html",
-  "dateCreated": "2024-07-26",
+  "dateCreated": "2024-08-01",
   "dateModified": "2024-07-31",
-  "datePublished": "2024-08-13"
+  "datePublished": "2024-08-16"
 }
 
   </script><script>
diff --git a/advanced-containers.html b/advanced-containers.html
index e0d6470bd..3589d2a01 100644
--- a/advanced-containers.html
+++ b/advanced-containers.html
@@ -118,11 +118,11 @@
   Reproducible Computational Environments Using Containers: Introduction to Docker
 </div>
 
-<aside class="col-md-12 lesson-progress"><div style="width: 56%" class="percentage">
-    56%
+<aside class="col-md-12 lesson-progress"><div style="width: 55%" class="percentage">
+    55%
   </div>
   <div class="progress incubator">
-    <div class="progress-bar incubator" role="progressbar" style="width: 56%" aria-valuenow="56" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
+    <div class="progress-bar incubator" role="progressbar" style="width: 55%" aria-valuenow="55" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
     </div>
   </div>
 </aside><div class="container">
@@ -356,7 +356,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Creating More Complex Container Images</h1>
-        <p>Last updated on 2024-07-31 |
+        <p>Last updated on 2024-08-16 |
 
         <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/advanced-containers.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -375,7 +375,10 @@ <h2 class="card-header">Overview</h2>
 <div class="card-body">
 <div class="inner">
 <h3 class="card-title">Questions</h3>
-<ul><li>How can I make more complex container images?</li>
+<ul><li><p>How can I add local files (e.g. data files) into container images
+at build time?</p></li>
+<li><p>How can I access files stored on the host system from within a
+running Docker container?</p></li>
 </ul></div>
 </div>
 </div>
@@ -564,7 +567,7 @@ <h3 class="callout-title">Exercise: Explore the script<a class="anchor" aria-lab
 <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">
 <p>This script comes from <a href="https://wiki.python.org/moin/SimplePrograms" class="external-link">the Python Wiki</a>
 and is set to add all numbers that are passed to it as arguments.</p>
@@ -591,7 +594,7 @@ <h3 class="callout-title">Exercise: Checking the options<a class="anchor" aria-l
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>Here’s a breakdown of each piece of the command above</p>
 <ul><li>
@@ -633,7 +636,7 @@ <h3 class="callout-title">Exercise: Interactive jobs<a class="anchor" aria-label
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>The docker command to run the container interactively is:</p>
 <div class="codewrapper sourceCode" id="cb8">
@@ -735,7 +738,7 @@ <h3 class="callout-title">Exercise: Did it work?<a class="anchor" aria-label="an
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <p>You can start the container interactively like so:</p>
 <div class="codewrapper sourceCode" id="cb14">
@@ -1016,9 +1019,9 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/advanced-containers.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/advanced-containers.html",
-  "dateCreated": "2024-07-26",
-  "dateModified": "2024-07-31",
-  "datePublished": "2024-08-13"
+  "dateCreated": "2024-08-01",
+  "dateModified": "2024-08-16",
+  "datePublished": "2024-08-16"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index af928b594..5cb809459 100644
--- a/aio.html
+++ b/aio.html
@@ -406,7 +406,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         
 <section id="aio-introduction"><p>Content from <a href="introduction.html">Introducing Containers</a></p>
 <hr>
-<p>Last updated on 2024-07-31 |
+<p>Last updated on 2024-08-16 |
 
         <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/introduction.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -510,8 +510,8 @@ <h3 class="callout-title">What’s Your Experience?<a class="anchor" aria-label=
 programs (including the operating system!), creating a very complex, and
 often fragile system. One change or missing piece may stop the whole
 thing from working or break something that was already running. It’s no
-surprise that this situation is sometimes informally termed “dependency
-hell”.</p>
+surprise that this situation is sometimes informally termed
+<strong>dependency hell</strong>.</p>
 <div id="software-and-science" class="callout discussion">
 <div class="callout-square">
 <i class="callout-icon" data-feather="message-circle"></i>
@@ -548,9 +548,9 @@ <h3 class="callout-title">Software and Science<a class="anchor" aria-label="anch
 </h2>
 <hr class="half-width">
 <p>[Docker][Docker] is a tool that allows you to build what are called
-“containers.” It’s not the only tool that can create containers, but is
-the one we’ve chosen for this workshop. But what <em>is</em> a
-container?</p>
+<strong>containers</strong>. It’s not the only tool that can create
+containers, but is the one we’ve chosen for this workshop. But what
+<em>is</em> a container?</p>
 <p>To understand containers, let’s first talk briefly about your
 computer.</p>
 <p>Your computer has some standard pieces that allow it to work – often
@@ -558,8 +558,8 @@ <h3 class="callout-title">Software and Science<a class="anchor" aria-label="anch
 another is the amount of memory or RAM that your computer can use to
 store information temporarily while running programs; another is the
 hard drive, which can store information over the long-term. All these
-pieces work together to do the “computing” of a computer, but we don’t
-see them because they’re hidden from view (usually).</p>
+pieces work together to do the computing of a computer, but we don’t see
+them because they’re hidden from view (usually).</p>
 <p>Instead, what we see is our desktop, program windows, different
 folders, and files. These all live in what’s called the filesystem.
 Everything on your computer – programs, pictures, documents, the
@@ -582,9 +582,9 @@ <h3 class="callout-title">Software and Science<a class="anchor" aria-label="anch
 OpenSUSE so you can’t have them on the same system! Again, we really
 want another filesystem (or two) on our computer that we could use to
 chain together <code>WhiskerSpot</code> and <code>PurrLOLing</code> in a
-“pipeline”…</p>
+<strong>computational pipeline</strong>…</p>
 <p>Container systems, like Docker, are special programs on your computer
-that make it possible! The term “container” can be usefully considered
+that make it possible! The term container can be usefully considered
 with reference to shipping containers. Before shipping containers were
 developed, packing and unpacking cargo ships was time consuming and
 error prone, with high potential for different clients’ goods to become
@@ -592,7 +592,7 @@ <h3 class="callout-title">Software and Science<a class="anchor" aria-label="anch
 stay together, software containers standardize the description and
 creation of a complete software system: you can drop a container into
 any computer with the container software installed (the ‘container
-host’), and it should “just work”.</p>
+host’), and it should <em>just work</em>.</p>
 <div id="virtualization" class="callout">
 <div class="callout-square">
 <i class="callout-icon" data-feather="bell"></i>
@@ -602,7 +602,7 @@ <h3 class="callout-title">Virtualization<a class="anchor" aria-label="anchor" hr
 </h3>
 <div class="callout-content">
 <p>Containers are an example of what’s called
-<strong>virtualization</strong> – having a second “virtual” computer
+<strong>virtualization</strong> – having a second virtual computer
 running and accessible from a main or <strong>host</strong> computer.
 Another example of virtualization are <strong>virtual machines</strong>
 or VMs. A virtual machine typically contains a whole copy of an
@@ -626,7 +626,7 @@ <h3 class="callout-title">Virtualization<a class="anchor" aria-label="anchor" hr
 relatively unchanging, where cookies come and go. If you want a
 different type of container (cookie) you need a different container
 image (cookie cutter).</p>
-</section><section><h2 class="section-heading" id="putting-the-pieces-together">Putting the Pieces Together<a class="anchor" aria-label="anchor" href="#putting-the-pieces-together"></a>
+<figure><img src="fig/containers-cookie-cutter.png" alt="An image comparing using a cookie cutter to the container workflow" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="putting-the-pieces-together">Putting the Pieces Together<a class="anchor" aria-label="anchor" href="#putting-the-pieces-together"></a>
 <a class="anchor" aria-label="anchor" href="#putting-the-pieces-together"></a>
 </h2>
 <hr class="half-width">
@@ -709,7 +709,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
 </div>
 </section></section><section id="aio-meet-docker"><p>Content from <a href="meet-docker.html">Introducing the Docker Command Line</a></p>
 <hr>
-<p>Last updated on 2024-07-31 |
+<p>Last updated on 2024-08-16 |
 
         <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/meet-docker.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -2062,7 +2062,7 @@ <h3 class="callout-title">What’s in a name?<a class="anchor" aria-label="ancho
 <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" 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">
 <p>First, search for <code>rocker</code> in Docker Hub. Then look for
 their <code>tidyverse</code> container image. You can look at the list
@@ -2647,7 +2647,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
 </div>
 </section></section><section id="aio-advanced-containers"><p>Content from <a href="advanced-containers.html">Creating More Complex Container Images</a></p>
 <hr>
-<p>Last updated on 2024-07-31 |
+<p>Last updated on 2024-08-16 |
 
         <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/advanced-containers.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -2661,7 +2661,10 @@ <h2 class="card-header">Overview</h2>
 <div class="inner">
 <h3 class="card-title">Questions</h3>
 <ul>
-<li>How can I make more complex container images?</li>
+<li><p>How can I add local files (e.g. data files) into container images
+at build time?</p></li>
+<li><p>How can I access files stored on the host system from within a
+running Docker container?</p></li>
 </ul>
 </div>
 </div>
@@ -2855,7 +2858,7 @@ <h3 class="callout-title">Exercise: Explore the script<a class="anchor" aria-lab
 <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">
 <p>This script comes from <a href="https://wiki.python.org/moin/SimplePrograms" class="external-link">the Python Wiki</a>
 and is set to add all numbers that are passed to it as arguments.</p>
@@ -2882,7 +2885,7 @@ <h3 class="callout-title">Exercise: Checking the options<a class="anchor" aria-l
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>Here’s a breakdown of each piece of the command above</p>
 <ul>
@@ -2926,7 +2929,7 @@ <h3 class="callout-title">Exercise: Interactive jobs<a class="anchor" aria-label
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>The docker command to run the container interactively is:</p>
 <div class="codewrapper sourceCode" id="cb8">
@@ -3030,7 +3033,7 @@ <h3 class="callout-title">Exercise: Did it work?<a class="anchor" aria-label="an
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <p>You can start the container interactively like so:</p>
 <div class="codewrapper sourceCode" id="cb14">
@@ -3262,7 +3265,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
 </div>
 </section></section><section id="aio-docker-image-examples"><p>Content from <a href="docker-image-examples.html">Examples of Using Container Images in Practice</a></p>
 <hr>
-<p>Last updated on 2024-07-31 |
+<p>Last updated on 2024-08-16 |
 
         <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/docker-image-examples.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
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 <hr>
-<p>Last updated on 2024-07-31 |
+<p>Last updated on 2024-08-16 |
 
         <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/reproduciblity.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -3581,7 +3584,7 @@ <h3 class="callout-title">Positives and negatives<a class="anchor" aria-label="a
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-        <p>Last updated on 2024-07-31 |
+        <p>Last updated on 2024-08-16 |
 
         <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/docker-image-examples.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
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diff --git a/images.html b/images.html
index 2459ccf39..840689075 100644
--- a/images.html
+++ b/images.html
@@ -405,7 +405,10 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         
         
 <section id="introduction"><h2 class="section-heading"><a href="introduction.html">Introducing Containers</a></h2>
-<hr class="half-width"></section><section id="meet-docker"><h2 class="section-heading"><a href="meet-docker.html">Introducing the Docker Command Line</a></h2>
+<hr class="half-width">
+<h3 id="introduction-figure-1">Figure 1</h3>
+<p aria-hidden="true">Image 1 of 1: ‘An image comparing using a cookie cutter to the container workflow’</p>
+<figure><img src="fig/containers-cookie-cutter.png" alt="An image comparing using a cookie cutter to the container workflow" class="figure mx-auto d-block"></figure><hr></section><section id="meet-docker"><h2 class="section-heading"><a href="meet-docker.html">Introducing the Docker Command Line</a></h2>
 <hr class="half-width"></section><section id="running-containers"><h2 class="section-heading"><a href="running-containers.html">Exploring and Running Containers</a></h2>
 <hr class="half-width"></section><section id="managing-containers"><h2 class="section-heading"><a href="managing-containers.html">Cleaning Up Containers</a></h2>
 <hr class="half-width"></section><section id="docker-hub"><h2 class="section-heading"><a href="docker-hub.html">Finding Containers on Docker Hub</a></h2>
@@ -460,9 +463,9 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/images.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/images.html",
-  "dateCreated": "2024-07-26",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateCreated": "2024-08-01",
+  "dateModified": "2024-08-16",
+  "datePublished": "2024-08-16"
 }
 
   </script><script>
diff --git a/index.html b/index.html
index 86582e373..e5da3720a 100644
--- a/index.html
+++ b/index.html
@@ -691,9 +691,9 @@ <h3 id="a-quick-tutorial-on-copypasting-file-contents-from-episodes-of-the-lesso
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/index.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/index.html",
-  "dateCreated": "2024-07-26",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateCreated": "2024-08-01",
+  "dateModified": "2024-08-16",
+  "datePublished": "2024-08-16"
 }
 
   </script><script>
diff --git a/instructor-notes.html b/instructor-notes.html
index e63e2dab3..58e08f129 100644
--- a/instructor-notes.html
+++ b/instructor-notes.html
@@ -724,9 +724,9 @@ <h3 id="learner-pathways">Learner Pathways<a class="anchor" aria-label="anchor"
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/instructor-notes.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/instructor-notes.html",
-  "dateCreated": "2024-07-26",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateCreated": "2024-08-01",
+  "dateModified": "2024-08-16",
+  "datePublished": "2024-08-16"
 }
 
   </script><script>
diff --git a/instructor/06-containers-on-the-cloud.html b/instructor/06-containers-on-the-cloud.html
index 8944b0c23..263ca52e9 100644
--- a/instructor/06-containers-on-the-cloud.html
+++ b/instructor/06-containers-on-the-cloud.html
@@ -541,9 +541,9 @@ <h3 id="edit-your-repositorys-bitbucket-pipelines-yml-file-through-the-web">Edit
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   "identifier": "https://preview.carpentries.org/docker-introduction/instructor/06-containers-on-the-cloud.html",
-  "dateCreated": "2024-07-26",
+  "dateCreated": "2024-08-01",
   "dateModified": "2024-07-31",
-  "datePublished": "2024-08-13"
+  "datePublished": "2024-08-16"
 }
 
   </script><script>
diff --git a/instructor/08-orchestration.html b/instructor/08-orchestration.html
index c4f753ca3..f2b6b7b97 100644
--- a/instructor/08-orchestration.html
+++ b/instructor/08-orchestration.html
@@ -472,9 +472,9 @@ <h3 class="callout-title">The Wild West<a class="anchor" aria-label="anchor" hre
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   "identifier": "https://preview.carpentries.org/docker-introduction/instructor/08-orchestration.html",
-  "dateCreated": "2024-07-26",
+  "dateCreated": "2024-08-01",
   "dateModified": "2024-07-31",
-  "datePublished": "2024-08-13"
+  "datePublished": "2024-08-16"
 }
 
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diff --git a/instructor/404.html b/instructor/404.html
index 972db2382..5cb66eff3 100644
--- a/instructor/404.html
+++ b/instructor/404.html
@@ -407,9 +407,9 @@ <h1>Page not found</h1>
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   "url": "https://preview.carpentries.org/docker-introduction/instructor/404.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/instructor/404.html",
-  "dateCreated": "2024-07-26",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateCreated": "2024-08-01",
+  "dateModified": "2024-08-16",
+  "datePublished": "2024-08-16"
 }
 
   </script><script>
diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index 2dee1e3b1..6a8e0883e 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
@@ -422,9 +422,9 @@ <h1>Contributor Code of Conduct</h1>
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   "identifier": "https://preview.carpentries.org/docker-introduction/instructor/CODE_OF_CONDUCT.html",
-  "dateCreated": "2024-07-26",
+  "dateCreated": "2024-08-01",
   "dateModified": "2024-07-31",
-  "datePublished": "2024-08-13"
+  "datePublished": "2024-08-16"
 }
 
   </script><script>
diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index c36b2877a..ce98ed112 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -473,9 +473,9 @@ <h1>Licenses</h1>
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   "url": "https://preview.carpentries.org/docker-introduction/instructor/LICENSE.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/instructor/LICENSE.html",
-  "dateCreated": "2024-07-26",
+  "dateCreated": "2024-08-01",
   "dateModified": "2024-07-31",
-  "datePublished": "2024-08-13"
+  "datePublished": "2024-08-16"
 }
 
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diff --git a/instructor/about.html b/instructor/about.html
index e1d050dc2..074c0961d 100644
--- a/instructor/about.html
+++ b/instructor/about.html
@@ -415,9 +415,9 @@ <h1>About</h1>
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   "url": "https://preview.carpentries.org/docker-introduction/instructor/about.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/instructor/about.html",
-  "dateCreated": "2024-07-26",
+  "dateCreated": "2024-08-01",
   "dateModified": "2024-07-31",
-  "datePublished": "2024-08-13"
+  "datePublished": "2024-08-16"
 }
 
   </script><script>
diff --git a/instructor/advanced-containers.html b/instructor/advanced-containers.html
index eeb6192f9..f1192a7b5 100644
--- a/instructor/advanced-containers.html
+++ b/instructor/advanced-containers.html
@@ -118,11 +118,11 @@
   Reproducible Computational Environments Using Containers: Introduction to Docker
 </div>
 
-<aside class="col-md-12 lesson-progress"><div style="width: 56%" class="percentage">
-    56%
+<aside class="col-md-12 lesson-progress"><div style="width: 55%" class="percentage">
+    55%
   </div>
   <div class="progress incubator">
-    <div class="progress-bar incubator" role="progressbar" style="width: 56%" aria-valuenow="56" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
+    <div class="progress-bar incubator" role="progressbar" style="width: 55%" aria-valuenow="55" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
     </div>
   </div>
 </aside><div class="container">
@@ -356,7 +356,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Creating More Complex Container Images</h1>
-        <p>Last updated on 2024-07-31 |
+        <p>Last updated on 2024-08-16 |
 
         <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/advanced-containers.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -377,7 +377,10 @@ <h2 class="card-header">Overview</h2>
 <div class="card-body">
 <div class="inner">
 <h3 class="card-title">Questions</h3>
-<ul><li>How can I make more complex container images?</li>
+<ul><li><p>How can I add local files (e.g. data files) into container images
+at build time?</p></li>
+<li><p>How can I access files stored on the host system from within a
+running Docker container?</p></li>
 </ul></div>
 </div>
 </div>
@@ -566,7 +569,7 @@ <h3 class="callout-title">Exercise: Explore the script<a class="anchor" aria-lab
 <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">
 <p>This script comes from <a href="https://wiki.python.org/moin/SimplePrograms" class="external-link">the Python Wiki</a>
 and is set to add all numbers that are passed to it as arguments.</p>
@@ -593,7 +596,7 @@ <h3 class="callout-title">Exercise: Checking the options<a class="anchor" aria-l
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>Here’s a breakdown of each piece of the command above</p>
 <ul><li>
@@ -635,7 +638,7 @@ <h3 class="callout-title">Exercise: Interactive jobs<a class="anchor" aria-label
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>The docker command to run the container interactively is:</p>
 <div class="codewrapper sourceCode" id="cb8">
@@ -737,7 +740,7 @@ <h3 class="callout-title">Exercise: Did it work?<a class="anchor" aria-label="an
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <p>You can start the container interactively like so:</p>
 <div class="codewrapper sourceCode" id="cb14">
@@ -1018,9 +1021,9 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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-  "dateCreated": "2024-07-26",
-  "dateModified": "2024-07-31",
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+  "dateCreated": "2024-08-01",
+  "dateModified": "2024-08-16",
+  "datePublished": "2024-08-16"
 }
 
   </script><script>
diff --git a/instructor/aio.html b/instructor/aio.html
index 838c17940..e4770d1f7 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -418,10 +418,10 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         
 <section id="aio-introduction"><p>Content from <a href="introduction.html">Introducing Containers</a></p>
 <hr>
-<p>Last updated on 2024-07-31 |
+<p>Last updated on 2024-08-16 |
 
         <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/introduction.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> 20 minutes</p>
+<p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 25 minutes</p>
 <div class="text-end">
           <button role="button" aria-pressed="false" tabindex="0" id="expand-code" class="pull-right" data-expand="Expand All Solutions " data-collapse="Collapse All Solutions "> Expand All Solutions <i aria-hidden="true" data-feather="plus"></i></button>
         </div>
@@ -523,8 +523,8 @@ <h3 class="callout-title">What’s Your Experience?<a class="anchor" aria-label=
 programs (including the operating system!), creating a very complex, and
 often fragile system. One change or missing piece may stop the whole
 thing from working or break something that was already running. It’s no
-surprise that this situation is sometimes informally termed “dependency
-hell”.</p>
+surprise that this situation is sometimes informally termed
+<strong>dependency hell</strong>.</p>
 <div id="software-and-science" class="callout discussion">
 <div class="callout-square">
 <i class="callout-icon" data-feather="message-circle"></i>
@@ -561,9 +561,9 @@ <h3 class="callout-title">Software and Science<a class="anchor" aria-label="anch
 </h2>
 <hr class="half-width">
 <p>[Docker][Docker] is a tool that allows you to build what are called
-“containers.” It’s not the only tool that can create containers, but is
-the one we’ve chosen for this workshop. But what <em>is</em> a
-container?</p>
+<strong>containers</strong>. It’s not the only tool that can create
+containers, but is the one we’ve chosen for this workshop. But what
+<em>is</em> a container?</p>
 <p>To understand containers, let’s first talk briefly about your
 computer.</p>
 <p>Your computer has some standard pieces that allow it to work – often
@@ -571,8 +571,8 @@ <h3 class="callout-title">Software and Science<a class="anchor" aria-label="anch
 another is the amount of memory or RAM that your computer can use to
 store information temporarily while running programs; another is the
 hard drive, which can store information over the long-term. All these
-pieces work together to do the “computing” of a computer, but we don’t
-see them because they’re hidden from view (usually).</p>
+pieces work together to do the computing of a computer, but we don’t see
+them because they’re hidden from view (usually).</p>
 <p>Instead, what we see is our desktop, program windows, different
 folders, and files. These all live in what’s called the filesystem.
 Everything on your computer – programs, pictures, documents, the
@@ -595,9 +595,9 @@ <h3 class="callout-title">Software and Science<a class="anchor" aria-label="anch
 OpenSUSE so you can’t have them on the same system! Again, we really
 want another filesystem (or two) on our computer that we could use to
 chain together <code>WhiskerSpot</code> and <code>PurrLOLing</code> in a
-“pipeline”…</p>
+<strong>computational pipeline</strong>…</p>
 <p>Container systems, like Docker, are special programs on your computer
-that make it possible! The term “container” can be usefully considered
+that make it possible! The term container can be usefully considered
 with reference to shipping containers. Before shipping containers were
 developed, packing and unpacking cargo ships was time consuming and
 error prone, with high potential for different clients’ goods to become
@@ -605,7 +605,7 @@ <h3 class="callout-title">Software and Science<a class="anchor" aria-label="anch
 stay together, software containers standardize the description and
 creation of a complete software system: you can drop a container into
 any computer with the container software installed (the ‘container
-host’), and it should “just work”.</p>
+host’), and it should <em>just work</em>.</p>
 <div id="virtualization" class="callout">
 <div class="callout-square">
 <i class="callout-icon" data-feather="bell"></i>
@@ -615,7 +615,7 @@ <h3 class="callout-title">Virtualization<a class="anchor" aria-label="anchor" hr
 </h3>
 <div class="callout-content">
 <p>Containers are an example of what’s called
-<strong>virtualization</strong> – having a second “virtual” computer
+<strong>virtualization</strong> – having a second virtual computer
 running and accessible from a main or <strong>host</strong> computer.
 Another example of virtualization are <strong>virtual machines</strong>
 or VMs. A virtual machine typically contains a whole copy of an
@@ -639,7 +639,7 @@ <h3 class="callout-title">Virtualization<a class="anchor" aria-label="anchor" hr
 relatively unchanging, where cookies come and go. If you want a
 different type of container (cookie) you need a different container
 image (cookie cutter).</p>
-</section><section><h2 class="section-heading" id="putting-the-pieces-together">Putting the Pieces Together<a class="anchor" aria-label="anchor" href="#putting-the-pieces-together"></a>
+<figure><img src="../fig/containers-cookie-cutter.png" alt="An image comparing using a cookie cutter to the container workflow" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="putting-the-pieces-together">Putting the Pieces Together<a class="anchor" aria-label="anchor" href="#putting-the-pieces-together"></a>
 <a class="anchor" aria-label="anchor" href="#putting-the-pieces-together"></a>
 </h2>
 <hr class="half-width">
@@ -722,10 +722,10 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
 </div>
 </section></section><section id="aio-meet-docker"><p>Content from <a href="meet-docker.html">Introducing the Docker Command Line</a></p>
 <hr>
-<p>Last updated on 2024-07-31 |
+<p>Last updated on 2024-08-16 |
 
         <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/meet-docker.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> 10 minutes</p>
+<p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 15 minutes</p>
 <div class="text-end">
           <button role="button" aria-pressed="false" tabindex="0" id="expand-code" class="pull-right" data-expand="Expand All Solutions " data-collapse="Collapse All Solutions "> Expand All Solutions <i aria-hidden="true" data-feather="plus"></i></button>
         </div>
@@ -2079,7 +2079,7 @@ <h3 class="callout-title">What’s in a name?<a class="anchor" aria-label="ancho
 <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" 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">
 <p>First, search for <code>rocker</code> in Docker Hub. Then look for
 their <code>tidyverse</code> container image. You can look at the list
@@ -2665,7 +2665,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
 </div>
 </section></section><section id="aio-advanced-containers"><p>Content from <a href="advanced-containers.html">Creating More Complex Container Images</a></p>
 <hr>
-<p>Last updated on 2024-07-31 |
+<p>Last updated on 2024-08-16 |
 
         <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/advanced-containers.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> 60 minutes</p>
@@ -2680,7 +2680,10 @@ <h2 class="card-header">Overview</h2>
 <div class="inner">
 <h3 class="card-title">Questions</h3>
 <ul>
-<li>How can I make more complex container images?</li>
+<li><p>How can I add local files (e.g. data files) into container images
+at build time?</p></li>
+<li><p>How can I access files stored on the host system from within a
+running Docker container?</p></li>
 </ul>
 </div>
 </div>
@@ -2874,7 +2877,7 @@ <h3 class="callout-title">Exercise: Explore the script<a class="anchor" aria-lab
 <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">
 <p>This script comes from <a href="https://wiki.python.org/moin/SimplePrograms" class="external-link">the Python Wiki</a>
 and is set to add all numbers that are passed to it as arguments.</p>
@@ -2901,7 +2904,7 @@ <h3 class="callout-title">Exercise: Checking the options<a class="anchor" aria-l
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>Here’s a breakdown of each piece of the command above</p>
 <ul>
@@ -2945,7 +2948,7 @@ <h3 class="callout-title">Exercise: Interactive jobs<a class="anchor" aria-label
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>The docker command to run the container interactively is:</p>
 <div class="codewrapper sourceCode" id="cb8">
@@ -3049,7 +3052,7 @@ <h3 class="callout-title">Exercise: Did it work?<a class="anchor" aria-label="an
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <p>You can start the container interactively like so:</p>
 <div class="codewrapper sourceCode" id="cb14">
@@ -3281,10 +3284,10 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
 </div>
 </section></section><section id="aio-docker-image-examples"><p>Content from <a href="docker-image-examples.html">Examples of Using Container Images in Practice</a></p>
 <hr>
-<p>Last updated on 2024-07-31 |
+<p>Last updated on 2024-08-16 |
 
         <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/docker-image-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> 20 minutes</p>
+<p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 25 minutes</p>
 <div class="text-end">
           <button role="button" aria-pressed="false" tabindex="0" id="expand-code" class="pull-right" data-expand="Expand All Solutions " data-collapse="Collapse All Solutions "> Expand All Solutions <i aria-hidden="true" data-feather="plus"></i></button>
         </div>
@@ -3398,10 +3401,10 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
 </div>
 </section></section><section id="aio-reproduciblity"><p>Content from <a href="reproduciblity.html">Containers in Research Workflows: Reproducibility and Granularity</a></p>
 <hr>
-<p>Last updated on 2024-07-31 |
+<p>Last updated on 2024-08-16 |
 
         <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/reproduciblity.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> 20 minutes</p>
+<p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 25 minutes</p>
 <div class="text-end">
           <button role="button" aria-pressed="false" tabindex="0" id="expand-code" class="pull-right" data-expand="Expand All Solutions " data-collapse="Collapse All Solutions "> Expand All Solutions <i aria-hidden="true" data-feather="plus"></i></button>
         </div>
@@ -3602,7 +3605,7 @@ <h3 class="callout-title">Positives and negatives<a class="anchor" aria-label="a
 <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">
 <p>This is not an exhaustive list but some of the advantages and
 disadvantages could be:</p>
@@ -3752,9 +3755,9 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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-  "dateCreated": "2024-07-26",
-  "dateModified": "2024-08-13",
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diff --git a/instructor/creating-container-images.html b/instructor/creating-container-images.html
index fa9c07aad..def1474a0 100644
--- a/instructor/creating-container-images.html
+++ b/instructor/creating-container-images.html
@@ -118,11 +118,11 @@
   Reproducible Computational Environments Using Containers: Introduction to Docker
 </div>
 
-<aside class="col-md-12 lesson-progress"><div style="width: 40%" class="percentage">
-    40%
+<aside class="col-md-12 lesson-progress"><div style="width: 41%" class="percentage">
+    41%
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+    <div class="progress-bar incubator" role="progressbar" style="width: 41%" aria-valuenow="41" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
     </div>
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-  "dateCreated": "2024-07-26",
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diff --git a/instructor/discuss.html b/instructor/discuss.html
index 554bbf693..57b829d1b 100644
--- a/instructor/discuss.html
+++ b/instructor/discuss.html
@@ -415,9 +415,9 @@ <h1>Discussion</h1>
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-  "dateCreated": "2024-07-26",
+  "dateCreated": "2024-08-01",
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diff --git a/instructor/docker-hub.html b/instructor/docker-hub.html
index 49ef3bc5b..d84572d14 100644
--- a/instructor/docker-hub.html
+++ b/instructor/docker-hub.html
@@ -118,11 +118,11 @@
   Reproducible Computational Environments Using Containers: Introduction to Docker
 </div>
 
-<aside class="col-md-12 lesson-progress"><div style="width: 31%" class="percentage">
-    31%
+<aside class="col-md-12 lesson-progress"><div style="width: 33%" class="percentage">
+    33%
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   <div class="progress incubator">
-    <div class="progress-bar incubator" role="progressbar" style="width: 31%" aria-valuenow="31" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
+    <div class="progress-bar incubator" role="progressbar" style="width: 33%" aria-valuenow="33" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
     </div>
   </div>
 </aside><div class="container">
@@ -522,7 +522,7 @@ <h3 class="callout-title">What’s in a name?<a class="anchor" aria-label="ancho
 <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" 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">
 <p>First, search for <code>rocker</code> in Docker Hub. Then look for
 their <code>tidyverse</code> container image. You can look at the list
@@ -663,9 +663,9 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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-  "dateCreated": "2024-07-26",
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diff --git a/instructor/docker-image-examples.html b/instructor/docker-image-examples.html
index 448297db3..66608e88c 100644
--- a/instructor/docker-image-examples.html
+++ b/instructor/docker-image-examples.html
@@ -118,11 +118,11 @@
   Reproducible Computational Environments Using Containers: Introduction to Docker
 </div>
 
-<aside class="col-md-12 lesson-progress"><div style="width: 82%" class="percentage">
-    82%
+<aside class="col-md-12 lesson-progress"><div style="width: 80%" class="percentage">
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-    <div class="progress-bar incubator" role="progressbar" style="width: 82%" aria-valuenow="82" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
+    <div class="progress-bar incubator" role="progressbar" style="width: 80%" aria-valuenow="80" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
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@@ -356,13 +356,13 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Examples of Using Container Images in Practice</h1>
-        <p>Last updated on 2024-07-31 |
+        <p>Last updated on 2024-08-16 |
 
         <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/docker-image-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> 20 minutes</p>
+        <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 25 minutes</p>
 
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diff --git a/instructor/e01-github-actions.html b/instructor/e01-github-actions.html
index dac29e1f8..eb0e37204 100644
--- a/instructor/e01-github-actions.html
+++ b/instructor/e01-github-actions.html
@@ -648,9 +648,9 @@ <h1 id="reference-material">Reference material<a class="anchor" aria-label="anch
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-  "dateCreated": "2024-07-26",
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diff --git a/instructor/e02-jekyll-lesson-example.html b/instructor/e02-jekyll-lesson-example.html
index 4a5fa8dc7..5bca6c0fc 100644
--- a/instructor/e02-jekyll-lesson-example.html
+++ b/instructor/e02-jekyll-lesson-example.html
@@ -559,9 +559,9 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
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-  "dateCreated": "2024-07-26",
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diff --git a/instructor/images.html b/instructor/images.html
index 8279f22dd..60e77c8cd 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -417,7 +417,10 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         
         
 <section id="introduction"><h2 class="section-heading"><a href="introduction.html">Introducing Containers</a></h2>
-<hr class="half-width"></section><section id="meet-docker"><h2 class="section-heading"><a href="meet-docker.html">Introducing the Docker Command Line</a></h2>
+<hr class="half-width">
+<h3 id="introduction-figure-1">Figure 1</h3>
+<p aria-hidden="true">Image 1 of 1: ‘An image comparing using a cookie cutter to the container workflow’</p>
+<figure><img src="../fig/containers-cookie-cutter.png" alt="An image comparing using a cookie cutter to the container workflow" class="figure mx-auto d-block"></figure><hr></section><section id="meet-docker"><h2 class="section-heading"><a href="meet-docker.html">Introducing the Docker Command Line</a></h2>
 <hr class="half-width"></section><section id="running-containers"><h2 class="section-heading"><a href="running-containers.html">Exploring and Running Containers</a></h2>
 <hr class="half-width"></section><section id="managing-containers"><h2 class="section-heading"><a href="managing-containers.html">Cleaning Up Containers</a></h2>
 <hr class="half-width"></section><section id="docker-hub"><h2 class="section-heading"><a href="docker-hub.html">Finding Containers on Docker Hub</a></h2>
@@ -472,9 +475,9 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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-  "dateCreated": "2024-07-26",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
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+  "datePublished": "2024-08-16"
 }
 
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diff --git a/instructor/index.html b/instructor/index.html
index 10ef94b2b..44cde056b 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -430,7 +430,7 @@ <h3 class="callout-title">A note about Docker<a class="anchor" aria-label="ancho
 What are containers, and why might they be useful to me?
 </td>
 </tr><tr><td>
-<span class="visually-hidden">Duration: </span>00h 20m
+<span class="visually-hidden">Duration: </span>00h 25m
 </td>
 <td>
  2. <a href="meet-docker.html">Introducing the Docker Command Line</a>
@@ -440,7 +440,7 @@ <h3 class="callout-title">A note about Docker<a class="anchor" aria-label="ancho
 with Docker?
 </td>
 </tr><tr><td>
-<span class="visually-hidden">Duration: </span>00h 30m
+<span class="visually-hidden">Duration: </span>00h 40m
 </td>
 <td>
  3. <a href="running-containers.html">Exploring and Running
@@ -451,7 +451,7 @@ <h3 class="callout-title">A note about Docker<a class="anchor" aria-label="ancho
 computer?
 </td>
 </tr><tr><td>
-<span class="visually-hidden">Duration: </span>01h 00m
+<span class="visually-hidden">Duration: </span>01h 10m
 </td>
 <td>
  4. <a href="managing-containers.html">Cleaning Up Containers</a>
@@ -461,7 +461,7 @@ <h3 class="callout-title">A note about Docker<a class="anchor" aria-label="ancho
 manage my containers and container images?
 </td>
 </tr><tr><td>
-<span class="visually-hidden">Duration: </span>01h 10m
+<span class="visually-hidden">Duration: </span>01h 20m
 </td>
 <td>
  5. <a href="docker-hub.html">Finding Containers on Docker Hub</a>
@@ -470,7 +470,7 @@ <h3 class="callout-title">A note about Docker<a class="anchor" aria-label="ancho
 What is the Docker Hub, and why is it useful?
 </td>
 </tr><tr><td>
-<span class="visually-hidden">Duration: </span>01h 30m
+<span class="visually-hidden">Duration: </span>01h 40m
 </td>
 <td>
  6. <a href="creating-container-images.html">Creating Your Own Container
@@ -481,17 +481,19 @@ <h3 class="callout-title">A note about Docker<a class="anchor" aria-label="ancho
 ‘recipe’ for a Docker container image?
 </td>
 </tr><tr><td>
-<span class="visually-hidden">Duration: </span>02h 05m
+<span class="visually-hidden">Duration: </span>02h 15m
 </td>
 <td>
  7. <a href="advanced-containers.html">Creating More Complex Container
 Images</a>
 </td>
 <td>
-How can I make more complex container images?
+How can I add local files (e.g. data files) into container<br>images at
+build time?<br><br>How can I access files stored on the host system
+from within a running Docker<br>container?
 </td>
 </tr><tr><td>
-<span class="visually-hidden">Duration: </span>03h 05m
+<span class="visually-hidden">Duration: </span>03h 15m
 </td>
 <td>
  8. <a href="docker-image-examples.html">Examples of Using Container
@@ -501,7 +503,7 @@ <h3 class="callout-title">A note about Docker<a class="anchor" aria-label="ancho
 How can I use Docker for my own work?
 </td>
 </tr><tr><td>
-<span class="visually-hidden">Duration: </span>03h 25m
+<span class="visually-hidden">Duration: </span>03h 40m
 </td>
 <td>
  9. <a href="reproduciblity.html">Containers in Research Workflows:
@@ -513,7 +515,7 @@ <h3 class="callout-title">A note about Docker<a class="anchor" aria-label="ancho
 workflow?
 </td>
 </tr><tr><td>
-<span class="visually-hidden">Duration: </span>03h 45m
+<span class="visually-hidden">Duration: </span>04h 05m
 </td>
 <td>
 Finish
@@ -795,9 +797,9 @@ <h3 id="a-quick-tutorial-on-copypasting-file-contents-from-episodes-of-the-lesso
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-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateCreated": "2024-08-01",
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+  "datePublished": "2024-08-16"
 }
 
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diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index ab8582dd5..1d5e525e1 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
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diff --git a/instructor/introduction.html b/instructor/introduction.html
index 87ce9a957..b17470bf0 100644
--- a/instructor/introduction.html
+++ b/instructor/introduction.html
@@ -356,13 +356,13 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Introducing Containers</h1>
-        <p>Last updated on 2024-07-31 |
+        <p>Last updated on 2024-08-16 |
 
         <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/introduction.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> 20 minutes</p>
+        <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 25 minutes</p>
 
         <div class="text-end">
           <button role="button" aria-pressed="false" tabindex="0" id="expand-code" class="pull-right" data-expand="Expand All Solutions " data-collapse="Collapse All Solutions "> Expand All Solutions <i aria-hidden="true" data-feather="plus"></i></button>
@@ -460,8 +460,8 @@ <h3 class="callout-title">What’s Your Experience?<a class="anchor" aria-label=
 programs (including the operating system!), creating a very complex, and
 often fragile system. One change or missing piece may stop the whole
 thing from working or break something that was already running. It’s no
-surprise that this situation is sometimes informally termed “dependency
-hell”.</p>
+surprise that this situation is sometimes informally termed
+<strong>dependency hell</strong>.</p>
 <div id="software-and-science" class="callout discussion">
 <div class="callout-square">
 <i class="callout-icon" data-feather="message-circle"></i>
@@ -494,9 +494,9 @@ <h3 class="callout-title">Software and Science<a class="anchor" aria-label="anch
 </section><section><h2 class="section-heading" id="what-is-a-container-what-is-docker">What is a Container? What is Docker?<a class="anchor" aria-label="anchor" href="#what-is-a-container-what-is-docker"></a>
 <a class="anchor" aria-label="anchor" href="#what-is-a-container-what-is-docker"></a></h2>
 <hr class="half-width"><p>[Docker][Docker] is a tool that allows you to build what are called
-“containers.” It’s not the only tool that can create containers, but is
-the one we’ve chosen for this workshop. But what <em>is</em> a
-container?</p>
+<strong>containers</strong>. It’s not the only tool that can create
+containers, but is the one we’ve chosen for this workshop. But what
+<em>is</em> a container?</p>
 <p>To understand containers, let’s first talk briefly about your
 computer.</p>
 <p>Your computer has some standard pieces that allow it to work – often
@@ -504,8 +504,8 @@ <h3 class="callout-title">Software and Science<a class="anchor" aria-label="anch
 another is the amount of memory or RAM that your computer can use to
 store information temporarily while running programs; another is the
 hard drive, which can store information over the long-term. All these
-pieces work together to do the “computing” of a computer, but we don’t
-see them because they’re hidden from view (usually).</p>
+pieces work together to do the computing of a computer, but we don’t see
+them because they’re hidden from view (usually).</p>
 <p>Instead, what we see is our desktop, program windows, different
 folders, and files. These all live in what’s called the filesystem.
 Everything on your computer – programs, pictures, documents, the
@@ -528,9 +528,9 @@ <h3 class="callout-title">Software and Science<a class="anchor" aria-label="anch
 OpenSUSE so you can’t have them on the same system! Again, we really
 want another filesystem (or two) on our computer that we could use to
 chain together <code>WhiskerSpot</code> and <code>PurrLOLing</code> in a
-“pipeline”…</p>
+<strong>computational pipeline</strong>…</p>
 <p>Container systems, like Docker, are special programs on your computer
-that make it possible! The term “container” can be usefully considered
+that make it possible! The term container can be usefully considered
 with reference to shipping containers. Before shipping containers were
 developed, packing and unpacking cargo ships was time consuming and
 error prone, with high potential for different clients’ goods to become
@@ -538,7 +538,7 @@ <h3 class="callout-title">Software and Science<a class="anchor" aria-label="anch
 stay together, software containers standardize the description and
 creation of a complete software system: you can drop a container into
 any computer with the container software installed (the ‘container
-host’), and it should “just work”.</p>
+host’), and it should <em>just work</em>.</p>
 <div id="virtualization" class="callout">
 <div class="callout-square">
 <i class="callout-icon" data-feather="bell"></i>
@@ -548,7 +548,7 @@ <h3 class="callout-title">Virtualization<a class="anchor" aria-label="anchor" hr
 </h3>
 <div class="callout-content">
 <p>Containers are an example of what’s called
-<strong>virtualization</strong> – having a second “virtual” computer
+<strong>virtualization</strong> – having a second virtual computer
 running and accessible from a main or <strong>host</strong> computer.
 Another example of virtualization are <strong>virtual machines</strong>
 or VMs. A virtual machine typically contains a whole copy of an
@@ -572,7 +572,7 @@ <h3 class="callout-title">Virtualization<a class="anchor" aria-label="anchor" hr
 relatively unchanging, where cookies come and go. If you want a
 different type of container (cookie) you need a different container
 image (cookie cutter).</p>
-</section><section><h2 class="section-heading" id="putting-the-pieces-together">Putting the Pieces Together<a class="anchor" aria-label="anchor" href="#putting-the-pieces-together"></a>
+<figure><img src="../fig/containers-cookie-cutter.png" alt="An image comparing using a cookie cutter to the container workflow" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="putting-the-pieces-together">Putting the Pieces Together<a class="anchor" aria-label="anchor" href="#putting-the-pieces-together"></a>
 <a class="anchor" aria-label="anchor" href="#putting-the-pieces-together"></a></h2>
 <hr class="half-width"><p>Think back to some of the challenges we described at the beginning.
 The many layers of scientific software installations make it hard to
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-  "dateModified": "2024-07-31",
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+  "dateCreated": "2024-08-01",
+  "dateModified": "2024-08-16",
+  "datePublished": "2024-08-16"
 }
 
   </script><script>
diff --git a/instructor/key-points.html b/instructor/key-points.html
index 604804396..b99adfa9f 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
@@ -563,9 +563,9 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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   "url": "https://preview.carpentries.org/docker-introduction/instructor/key-points.html",
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-  "dateCreated": "2024-07-26",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateCreated": "2024-08-01",
+  "dateModified": "2024-08-16",
+  "datePublished": "2024-08-16"
 }
 
   </script><script>
diff --git a/instructor/managing-containers.html b/instructor/managing-containers.html
index e8fa36b7e..9be428000 100644
--- a/instructor/managing-containers.html
+++ b/instructor/managing-containers.html
@@ -118,11 +118,11 @@
   Reproducible Computational Environments Using Containers: Introduction to Docker
 </div>
 
-<aside class="col-md-12 lesson-progress"><div style="width: 27%" class="percentage">
-    27%
+<aside class="col-md-12 lesson-progress"><div style="width: 29%" class="percentage">
+    29%
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   <div class="progress incubator">
-    <div class="progress-bar incubator" role="progressbar" style="width: 27%" aria-valuenow="27" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
+    <div class="progress-bar incubator" role="progressbar" style="width: 29%" aria-valuenow="29" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
     </div>
   </div>
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@@ -653,9 +653,9 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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   "identifier": "https://preview.carpentries.org/docker-introduction/instructor/managing-containers.html",
-  "dateCreated": "2024-07-26",
+  "dateCreated": "2024-08-01",
   "dateModified": "2024-07-31",
-  "datePublished": "2024-08-13"
+  "datePublished": "2024-08-16"
 }
 
   </script><script>
diff --git a/instructor/meet-docker.html b/instructor/meet-docker.html
index d08442965..26af5f1f9 100644
--- a/instructor/meet-docker.html
+++ b/instructor/meet-docker.html
@@ -118,11 +118,11 @@
   Reproducible Computational Environments Using Containers: Introduction to Docker
 </div>
 
-<aside class="col-md-12 lesson-progress"><div style="width: 9%" class="percentage">
-    9%
+<aside class="col-md-12 lesson-progress"><div style="width: 10%" class="percentage">
+    10%
   </div>
   <div class="progress incubator">
-    <div class="progress-bar incubator" role="progressbar" style="width: 9%" aria-valuenow="9" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
+    <div class="progress-bar incubator" role="progressbar" style="width: 10%" aria-valuenow="10" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
     </div>
   </div>
 </aside><div class="container">
@@ -354,13 +354,13 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Introducing the Docker Command Line</h1>
-        <p>Last updated on 2024-07-31 |
+        <p>Last updated on 2024-08-16 |
 
         <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/meet-docker.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> 10 minutes</p>
+        <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 15 minutes</p>
 
         <div class="text-end">
           <button role="button" aria-pressed="false" tabindex="0" id="expand-code" class="pull-right" data-expand="Expand All Solutions " data-collapse="Collapse All Solutions "> Expand All Solutions <i aria-hidden="true" data-feather="plus"></i></button>
@@ -839,9 +839,9 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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-  "dateCreated": "2024-07-26",
-  "dateModified": "2024-07-31",
-  "datePublished": "2024-08-13"
+  "dateCreated": "2024-08-01",
+  "dateModified": "2024-08-16",
+  "datePublished": "2024-08-16"
 }
 
   </script><script>
diff --git a/instructor/profiles.html b/instructor/profiles.html
index d8970c4f1..7b2e22dee 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -372,9 +372,9 @@ <h1>Learner Profiles</h1>
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-  "dateCreated": "2024-07-26",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateCreated": "2024-08-01",
+  "dateModified": "2024-08-16",
+  "datePublished": "2024-08-16"
 }
 
   </script><script>
diff --git a/instructor/reference.html b/instructor/reference.html
index c71819048..f6b0de372 100644
--- a/instructor/reference.html
+++ b/instructor/reference.html
@@ -342,7 +342,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Glossary</h1>
-        <p>Last updated on 2024-07-31 |
+        <p>Last updated on 2024-08-16 |
 
         <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/learners/reference.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -372,6 +372,14 @@ <h1>Glossary</h1>
 the Carpentries Glossario entry</a>
 </dd>
 <dt>
+Computational pipeline
+</dt>
+<dd>
+A combination of different software tools in a particular order that is
+used to perform a defined set of repeatable operations on different
+input data.
+</dd>
+<dt>
 Container
 </dt>
 <dd>
@@ -601,9 +609,9 @@ <h1>Glossary</h1>
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   "url": "https://preview.carpentries.org/docker-introduction/instructor/reference.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/instructor/reference.html",
-  "dateCreated": "2024-07-26",
-  "dateModified": "2024-07-31",
-  "datePublished": "2024-08-13"
+  "dateCreated": "2024-08-01",
+  "dateModified": "2024-08-16",
+  "datePublished": "2024-08-16"
 }
 
   </script><script>
diff --git a/instructor/reproduciblity.html b/instructor/reproduciblity.html
index 210a37054..1ced89a15 100644
--- a/instructor/reproduciblity.html
+++ b/instructor/reproduciblity.html
@@ -118,11 +118,11 @@
   Reproducible Computational Environments Using Containers: Introduction to Docker
 </div>
 
-<aside class="col-md-12 lesson-progress"><div style="width: 91%" class="percentage">
-    91%
+<aside class="col-md-12 lesson-progress"><div style="width: 90%" class="percentage">
+    90%
   </div>
   <div class="progress incubator">
-    <div class="progress-bar incubator" role="progressbar" style="width: 91%" aria-valuenow="91" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
+    <div class="progress-bar incubator" role="progressbar" style="width: 90%" aria-valuenow="90" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
     </div>
   </div>
 </aside><div class="container">
@@ -358,13 +358,13 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Containers in Research Workflows: Reproducibility and Granularity</h1>
-        <p>Last updated on 2024-07-31 |
+        <p>Last updated on 2024-08-16 |
 
         <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/reproduciblity.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> 20 minutes</p>
+        <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 25 minutes</p>
 
         <div class="text-end">
           <button role="button" aria-pressed="false" tabindex="0" id="expand-code" class="pull-right" data-expand="Expand All Solutions " data-collapse="Collapse All Solutions "> Expand All Solutions <i aria-hidden="true" data-feather="plus"></i></button>
@@ -548,7 +548,7 @@ <h3 class="callout-title">Positives and negatives<a class="anchor" aria-label="a
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   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p>This is not an exhaustive list but some of the advantages and
 disadvantages could be:</p>
@@ -688,9 +688,9 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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-  "dateCreated": "2024-07-26",
-  "dateModified": "2024-07-31",
-  "datePublished": "2024-08-13"
+  "dateCreated": "2024-08-01",
+  "dateModified": "2024-08-16",
+  "datePublished": "2024-08-16"
 }
 
   </script><script>
diff --git a/instructor/running-containers.html b/instructor/running-containers.html
index 7d34c38e1..de9382874 100644
--- a/instructor/running-containers.html
+++ b/instructor/running-containers.html
@@ -118,11 +118,11 @@
   Reproducible Computational Environments Using Containers: Introduction to Docker
 </div>
 
-<aside class="col-md-12 lesson-progress"><div style="width: 13%" class="percentage">
-    13%
+<aside class="col-md-12 lesson-progress"><div style="width: 16%" class="percentage">
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   <div class="progress incubator">
-    <div class="progress-bar incubator" role="progressbar" style="width: 13%" aria-valuenow="13" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
+    <div class="progress-bar incubator" role="progressbar" style="width: 16%" aria-valuenow="16" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
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   "identifier": "https://preview.carpentries.org/docker-introduction/instructor/running-containers.html",
-  "dateCreated": "2024-07-26",
+  "dateCreated": "2024-08-01",
   "dateModified": "2024-07-31",
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+  "datePublished": "2024-08-16"
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diff --git a/introduction.html b/introduction.html
index 9ae4e81ed..63b18278a 100644
--- a/introduction.html
+++ b/introduction.html
@@ -356,7 +356,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Introducing Containers</h1>
-        <p>Last updated on 2024-07-31 |
+        <p>Last updated on 2024-08-16 |
 
         <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/introduction.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -458,8 +458,8 @@ <h3 class="callout-title">What’s Your Experience?<a class="anchor" aria-label=
 programs (including the operating system!), creating a very complex, and
 often fragile system. One change or missing piece may stop the whole
 thing from working or break something that was already running. It’s no
-surprise that this situation is sometimes informally termed “dependency
-hell”.</p>
+surprise that this situation is sometimes informally termed
+<strong>dependency hell</strong>.</p>
 <div id="software-and-science" class="callout discussion">
 <div class="callout-square">
 <i class="callout-icon" data-feather="message-circle"></i>
@@ -492,9 +492,9 @@ <h3 class="callout-title">Software and Science<a class="anchor" aria-label="anch
 </section><section><h2 class="section-heading" id="what-is-a-container-what-is-docker">What is a Container? What is Docker?<a class="anchor" aria-label="anchor" href="#what-is-a-container-what-is-docker"></a>
 <a class="anchor" aria-label="anchor" href="#what-is-a-container-what-is-docker"></a></h2>
 <hr class="half-width"><p>[Docker][Docker] is a tool that allows you to build what are called
-“containers.” It’s not the only tool that can create containers, but is
-the one we’ve chosen for this workshop. But what <em>is</em> a
-container?</p>
+<strong>containers</strong>. It’s not the only tool that can create
+containers, but is the one we’ve chosen for this workshop. But what
+<em>is</em> a container?</p>
 <p>To understand containers, let’s first talk briefly about your
 computer.</p>
 <p>Your computer has some standard pieces that allow it to work – often
@@ -502,8 +502,8 @@ <h3 class="callout-title">Software and Science<a class="anchor" aria-label="anch
 another is the amount of memory or RAM that your computer can use to
 store information temporarily while running programs; another is the
 hard drive, which can store information over the long-term. All these
-pieces work together to do the “computing” of a computer, but we don’t
-see them because they’re hidden from view (usually).</p>
+pieces work together to do the computing of a computer, but we don’t see
+them because they’re hidden from view (usually).</p>
 <p>Instead, what we see is our desktop, program windows, different
 folders, and files. These all live in what’s called the filesystem.
 Everything on your computer – programs, pictures, documents, the
@@ -526,9 +526,9 @@ <h3 class="callout-title">Software and Science<a class="anchor" aria-label="anch
 OpenSUSE so you can’t have them on the same system! Again, we really
 want another filesystem (or two) on our computer that we could use to
 chain together <code>WhiskerSpot</code> and <code>PurrLOLing</code> in a
-“pipeline”…</p>
+<strong>computational pipeline</strong>…</p>
 <p>Container systems, like Docker, are special programs on your computer
-that make it possible! The term “container” can be usefully considered
+that make it possible! The term container can be usefully considered
 with reference to shipping containers. Before shipping containers were
 developed, packing and unpacking cargo ships was time consuming and
 error prone, with high potential for different clients’ goods to become
@@ -536,7 +536,7 @@ <h3 class="callout-title">Software and Science<a class="anchor" aria-label="anch
 stay together, software containers standardize the description and
 creation of a complete software system: you can drop a container into
 any computer with the container software installed (the ‘container
-host’), and it should “just work”.</p>
+host’), and it should <em>just work</em>.</p>
 <div id="virtualization" class="callout">
 <div class="callout-square">
 <i class="callout-icon" data-feather="bell"></i>
@@ -546,7 +546,7 @@ <h3 class="callout-title">Virtualization<a class="anchor" aria-label="anchor" hr
 </h3>
 <div class="callout-content">
 <p>Containers are an example of what’s called
-<strong>virtualization</strong> – having a second “virtual” computer
+<strong>virtualization</strong> – having a second virtual computer
 running and accessible from a main or <strong>host</strong> computer.
 Another example of virtualization are <strong>virtual machines</strong>
 or VMs. A virtual machine typically contains a whole copy of an
@@ -570,7 +570,7 @@ <h3 class="callout-title">Virtualization<a class="anchor" aria-label="anchor" hr
 relatively unchanging, where cookies come and go. If you want a
 different type of container (cookie) you need a different container
 image (cookie cutter).</p>
-</section><section><h2 class="section-heading" id="putting-the-pieces-together">Putting the Pieces Together<a class="anchor" aria-label="anchor" href="#putting-the-pieces-together"></a>
+<figure><img src="fig/containers-cookie-cutter.png" alt="An image comparing using a cookie cutter to the container workflow" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="putting-the-pieces-together">Putting the Pieces Together<a class="anchor" aria-label="anchor" href="#putting-the-pieces-together"></a>
 <a class="anchor" aria-label="anchor" href="#putting-the-pieces-together"></a></h2>
 <hr class="half-width"><p>Think back to some of the challenges we described at the beginning.
 The many layers of scientific software installations make it hard to
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-  "dateModified": "2024-07-31",
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+  "dateCreated": "2024-08-01",
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 }
 
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diff --git a/key-points.html b/key-points.html
index 1799fe296..70518edd6 100644
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-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateCreated": "2024-08-01",
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+  "datePublished": "2024-08-16"
 }
 
   </script><script>
diff --git a/managing-containers.html b/managing-containers.html
index 2ede054a6..1056386dd 100644
--- a/managing-containers.html
+++ b/managing-containers.html
@@ -118,11 +118,11 @@
   Reproducible Computational Environments Using Containers: Introduction to Docker
 </div>
 
-<aside class="col-md-12 lesson-progress"><div style="width: 27%" class="percentage">
-    27%
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diff --git a/md5sum.txt b/md5sum.txt
index 43f29cb4e..f937556d1 100644
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 "instructors/about.md" "1df29c85850c4e3a718d5fc3a361e846" "site/built/about.md" "2024-07-31"
@@ -21,6 +21,6 @@
 "instructors/e02-jekyll-lesson-example.md" "48bdfb3a1c6ce3fcb275d3027d0ceb38" "site/built/e02-jekyll-lesson-example.md" "2024-07-31"
 "instructors/instructor-notes.md" "6ccb557863cff40a02727a9b8729add7" "site/built/instructor-notes.md" "2024-07-31"
 "learners/discuss.md" "2758e2e5abd231d82d25c6453d8abbc6" "site/built/discuss.md" "2024-07-31"
-"learners/reference.md" "2fed58c99f3f041d5971d3dfaa8454da" "site/built/reference.md" "2024-07-31"
+"learners/reference.md" "bbb68ff9187bcebed81d18156df503cc" "site/built/reference.md" "2024-08-16"
 "learners/setup.md" "fd74bc2dd9538bf486391304cb6f6f7f" "site/built/setup.md" "2024-07-31"
 "profiles/learner-profiles.md" "60b93493cf1da06dfd63255d73854461" "site/built/learner-profiles.md" "2024-07-31"
diff --git a/meet-docker.html b/meet-docker.html
index 2e7e50bc9..6f4d5b023 100644
--- a/meet-docker.html
+++ b/meet-docker.html
@@ -118,11 +118,11 @@
   Reproducible Computational Environments Using Containers: Introduction to Docker
 </div>
 
-<aside class="col-md-12 lesson-progress"><div style="width: 9%" class="percentage">
-    9%
+<aside class="col-md-12 lesson-progress"><div style="width: 10%" class="percentage">
+    10%
   </div>
   <div class="progress incubator">
-    <div class="progress-bar incubator" role="progressbar" style="width: 9%" aria-valuenow="9" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
+    <div class="progress-bar incubator" role="progressbar" style="width: 10%" aria-valuenow="10" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
     </div>
   </div>
 </aside><div class="container">
@@ -354,7 +354,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Introducing the Docker Command Line</h1>
-        <p>Last updated on 2024-07-31 |
+        <p>Last updated on 2024-08-16 |
 
         <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/meet-docker.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -837,9 +837,9 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/meet-docker.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/meet-docker.html",
-  "dateCreated": "2024-07-26",
-  "dateModified": "2024-07-31",
-  "datePublished": "2024-08-13"
+  "dateCreated": "2024-08-01",
+  "dateModified": "2024-08-16",
+  "datePublished": "2024-08-16"
 }
 
   </script><script>
diff --git a/pkgdown.yml b/pkgdown.yml
index ed371468e..76e9d327b 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,4 +2,4 @@ pandoc: 3.1.11
 pkgdown: 2.1.0
 pkgdown_sha: ~
 articles: {}
-last_built: 2024-08-13T01:05Z
+last_built: 2024-08-16T08:10Z
diff --git a/profiles.html b/profiles.html
index 79c929f05..a9d5945cc 100644
--- a/profiles.html
+++ b/profiles.html
@@ -372,9 +372,9 @@ <h1>Learner Profiles</h1>
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/profiles.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/profiles.html",
-  "dateCreated": "2024-07-26",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateCreated": "2024-08-01",
+  "dateModified": "2024-08-16",
+  "datePublished": "2024-08-16"
 }
 
   </script><script>
diff --git a/reference.html b/reference.html
index f5d80d8ec..0ec3484b1 100644
--- a/reference.html
+++ b/reference.html
@@ -342,7 +342,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Glossary</h1>
-        <p>Last updated on 2024-07-31 |
+        <p>Last updated on 2024-08-16 |
 
         <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/learners/reference.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -370,6 +370,14 @@ <h1>Glossary</h1>
 the Carpentries Glossario entry</a>
 </dd>
 <dt>
+Computational pipeline
+</dt>
+<dd>
+A combination of different software tools in a particular order that is
+used to perform a defined set of repeatable operations on different
+input data.
+</dd>
+<dt>
 Container
 </dt>
 <dd>
@@ -599,9 +607,9 @@ <h1>Glossary</h1>
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/reference.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/reference.html",
-  "dateCreated": "2024-07-26",
-  "dateModified": "2024-07-31",
-  "datePublished": "2024-08-13"
+  "dateCreated": "2024-08-01",
+  "dateModified": "2024-08-16",
+  "datePublished": "2024-08-16"
 }
 
   </script><script>
diff --git a/reproduciblity.html b/reproduciblity.html
index d866b77c0..5fcb9c5d2 100644
--- a/reproduciblity.html
+++ b/reproduciblity.html
@@ -118,11 +118,11 @@
   Reproducible Computational Environments Using Containers: Introduction to Docker
 </div>
 
-<aside class="col-md-12 lesson-progress"><div style="width: 91%" class="percentage">
-    91%
+<aside class="col-md-12 lesson-progress"><div style="width: 90%" class="percentage">
+    90%
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   <div class="progress incubator">
-    <div class="progress-bar incubator" role="progressbar" style="width: 91%" aria-valuenow="91" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
+    <div class="progress-bar incubator" role="progressbar" style="width: 90%" aria-valuenow="90" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
     </div>
   </div>
 </aside><div class="container">
@@ -358,7 +358,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Containers in Research Workflows: Reproducibility and Granularity</h1>
-        <p>Last updated on 2024-07-31 |
+        <p>Last updated on 2024-08-16 |
 
         <a href="https://github.com/carpentries-incubator/docker-introduction/edit/main/episodes/reproduciblity.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -546,7 +546,7 @@ <h3 class="callout-title">Positives and negatives<a class="anchor" aria-label="a
 <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">
 <p>This is not an exhaustive list but some of the advantages and
 disadvantages could be:</p>
@@ -686,9 +686,9 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/reproduciblity.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/reproduciblity.html",
-  "dateCreated": "2024-07-26",
-  "dateModified": "2024-07-31",
-  "datePublished": "2024-08-13"
+  "dateCreated": "2024-08-01",
+  "dateModified": "2024-08-16",
+  "datePublished": "2024-08-16"
 }
 
   </script><script>
diff --git a/running-containers.html b/running-containers.html
index 26d8f9167..4237d5f32 100644
--- a/running-containers.html
+++ b/running-containers.html
@@ -118,11 +118,11 @@
   Reproducible Computational Environments Using Containers: Introduction to Docker
 </div>
 
-<aside class="col-md-12 lesson-progress"><div style="width: 13%" class="percentage">
-    13%
+<aside class="col-md-12 lesson-progress"><div style="width: 16%" class="percentage">
+    16%
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   <div class="progress incubator">
-    <div class="progress-bar incubator" role="progressbar" style="width: 13%" aria-valuenow="13" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
+    <div class="progress-bar incubator" role="progressbar" style="width: 16%" aria-valuenow="16" aria-label="Lesson Progress" aria-valuemin="0" aria-valuemax="100">
     </div>
   </div>
 </aside><div class="container">
@@ -887,9 +887,9 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "creativeWorkStatus": "active",
   "url": "https://preview.carpentries.org/docker-introduction/running-containers.html",
   "identifier": "https://preview.carpentries.org/docker-introduction/running-containers.html",
-  "dateCreated": "2024-07-26",
+  "dateCreated": "2024-08-01",
   "dateModified": "2024-07-31",
-  "datePublished": "2024-08-13"
+  "datePublished": "2024-08-16"
 }
 
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