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diff --git a/chapters/sec1/1-5-deployments.html b/chapters/sec1/1-5-deployments.html
index 7953d50b..6c90cdef 100644
--- a/chapters/sec1/1-5-deployments.html
+++ b/chapters/sec1/1-5-deployments.html
@@ -523,11 +523,11 @@ <h3 class="anchored" data-anchor-id="quick-intro-to-github-actions">Quick Intro
 <dl class="code-annotation-container-grid">
 <dt data-target-cell="annotated-cell-2" data-target-annotation="1">1</dt>
 <dd>
-<span data-code-lines="3" data-code-annotation="1" data-code-cell="annotated-cell-2">This Action runs on a <code>push</code>, which includes s completed merge.</span>
+<span data-code-annotation="1" data-code-lines="3" data-code-cell="annotated-cell-2">This Action runs on a <code>push</code>, which includes s completed merge.</span>
 </dd>
 <dt data-target-cell="annotated-cell-2" data-target-annotation="2">2</dt>
 <dd>
-<span data-code-lines="4" data-code-annotation="2" data-code-cell="annotated-cell-2">This Action runs based on operations on the <code>main</code> branch.</span>
+<span data-code-annotation="2" data-code-lines="4" data-code-cell="annotated-cell-2">This Action runs based on operations on the <code>main</code> branch.</span>
 </dd>
 </dl>
 <p>Other common patterns include pre-merge checks that trigger on the creation of a pull request or a test deployment on a push to a <code>test</code> branch.</p>
@@ -543,11 +543,11 @@ <h3 class="anchored" data-anchor-id="quick-intro-to-github-actions">Quick Intro
 <dl class="code-annotation-container-grid">
 <dt data-target-cell="annotated-cell-3" data-target-annotation="1">1</dt>
 <dd>
-<span data-code-lines="2" data-code-annotation="1" data-code-cell="annotated-cell-3">The name of this job is <code>deploy</code>. There can be multiple jobs per action.</span>
+<span data-code-annotation="1" data-code-lines="2" data-code-cell="annotated-cell-3">The name of this job is <code>deploy</code>. There can be multiple jobs per action.</span>
 </dd>
 <dt data-target-cell="annotated-cell-3" data-target-annotation="2">2</dt>
 <dd>
-<span data-code-lines="3" data-code-annotation="2" data-code-cell="annotated-cell-3">This job runs on the latest Ubuntu release.</span>
+<span data-code-annotation="2" data-code-lines="3" data-code-cell="annotated-cell-3">This job runs on the latest Ubuntu release.</span>
 </dd>
 </dl>
 <p>GitHub Actions offers runners with Ubuntu, Windows, and MacOS. You can also add custom runners. Depending on the level of reproducibility you’re aiming for, you might want to lock the runner to a particular version of the operating system rather than just running <code>latest</code>.</p>
@@ -568,15 +568,15 @@ <h3 class="anchored" data-anchor-id="quick-intro-to-github-actions">Quick Intro
 <dl class="code-annotation-container-grid">
 <dt data-target-cell="annotated-cell-4" data-target-annotation="1">1</dt>
 <dd>
-<span data-code-lines="2" data-code-annotation="1" data-code-cell="annotated-cell-4">This job uses version 2 (<code>@v2</code>) of the <code>publish</code> action from the (imaginary) GitHub repo <code>server-dev/server-actions</code>.</span>
+<span data-code-annotation="1" data-code-lines="2" data-code-cell="annotated-cell-4">This job uses version 2 (<code>@v2</code>) of the <code>publish</code> action from the (imaginary) GitHub repo <code>server-dev/server-actions</code>.</span>
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-<span data-code-lines="4" data-code-annotation="2" data-code-cell="annotated-cell-4">This job is being provided a value of <code>my-server</code> for the <code>server-name</code> variable.</span>
+<span data-code-annotation="2" data-code-lines="4" data-code-cell="annotated-cell-4">This job is being provided a value of <code>my-server</code> for the <code>server-name</code> variable.</span>
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 <dt data-target-cell="annotated-cell-4" data-target-annotation="3">3</dt>
 <dd>
-<span data-code-lines="6" data-code-annotation="3" data-code-cell="annotated-cell-4">The variable <code>SERVER_API_KEY</code> will be set to the value stored in the GitHub Actions <code>secrets</code> variable called <code>SERVER_API_KEY</code>.</span>
+<span data-code-annotation="3" data-code-lines="6" data-code-cell="annotated-cell-4">The variable <code>SERVER_API_KEY</code> will be set to the value stored in the GitHub Actions <code>secrets</code> variable called <code>SERVER_API_KEY</code>.</span>
 </dd>
 </dl>
 <p>Some jobs require secrets be in an environment variable, which can be set just like a regular variable, but with <code>env</code> in place of <code>with</code>.</p>
diff --git a/chapters/sec1/1-6-docker.html b/chapters/sec1/1-6-docker.html
index 647585af..7b9ece8b 100644
--- a/chapters/sec1/1-6-docker.html
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@@ -578,7 +578,7 @@ <h2 class="anchored" data-anchor-id="lab-putting-an-api-in-a-container">Lab: Put
 <dl class="code-annotation-container-grid">
 <dt data-target-cell="annotated-cell-3" data-target-annotation="1">1</dt>
 <dd>
-<span data-code-cell="annotated-cell-3" data-code-lines="4" data-code-annotation="1">This line is necessary because the model lives at <code>/data/model</code> on our <strong>host</strong> machine. But the API inside the container is looking for <code>/data/model</code> <strong>inside the container</strong>. We need to make sure that the directory exists and has the model in it.</span>
+<span data-code-lines="4" data-code-cell="annotated-cell-3" data-code-annotation="1">This line is necessary because the model lives at <code>/data/model</code> on our <strong>host</strong> machine. But the API inside the container is looking for <code>/data/model</code> <strong>inside the container</strong>. We need to make sure that the directory exists and has the model in it.</span>
 </dd>
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 <section id="lab-extensions" class="level3">
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index d1aa18d8..36c1b108 100644
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+++ b/index.html
@@ -354,7 +354,7 @@ <h1 class="title">DevOps for Data Science</h1>
 <h1 class="unnumbered unlisted">Welcome!</h1><p><img src="cover.jpg" title="DevOps for Data Science" class="quarto-cover-image img-fluid"></p>
 <p>In this book, you’ll learn about DevOps conventions, tools, and practices that can be useful to you as a data scientist. You’ll also learn how to work better with the IT/Admin team at your organization, and even how to do a little server administration of your own if you’re pressed into service.</p>
 <p>This is the online version of the book. It is, and always will be, freely available here at <a href="https://do4ds.com"><span class="math inline">\(\text{do4ds.com}\)</span></a>.</p>
-<p>Should you want a print copy of the book, it is available and shipping now from the <a href="https://www.routledge.com/DevOps-for-Data-Science/Gold/p/book/9781032100340">Routledge website</a>.</p>
+<p>Should you want a print copy of the book, it is available and shipping now from the <a href="https://www.routledge.com/DevOps-for-Data-Science/Gold/p/book/9781032100340">Routledge website</a>, <a href="https://www.amazon.com/DevOps-Data-Science-Chapman-Hall/dp/1032100346">Amazon</a>, and several independent <a href="https://edmondsbookshop.com/book/9781032100340">online</a> <a href="https://joyridebookshop.com/book/9781032100340">bookstores</a>.</p>
 <section id="about-the-author" class="level2">
 <h2 class="anchored" data-anchor-id="about-the-author">About the author</h2>
 <p>Alex K Gold leads the Solutions Engineering at Posit, formerly RStudio.</p>
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