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2 changes: 1 addition & 1 deletion v2/404.html
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Expand Up @@ -139,7 +139,7 @@ <h1>Page not found<a class="anchor" aria-label="anchor" href="#page-not-found"><
<footer class="bg-primary text-light mt-5"><div class="container"><div class="row">

<div class="col-12 col-md-6 mt-3">
<p>"<strong>Statistical Inference via Data Science</strong>: A ModernDive into R and the Tidyverse <br> (Second Edition)" was written by Chester Ismay, Albert Y. Kim, and Arturo Valdivia <br> Foreword by Kelly S. McConville. It was last built on November 11, 2024.</p>
<p>"<strong>Statistical Inference via Data Science</strong>: A ModernDive into R and the Tidyverse <br> (Second Edition)" was written by Chester Ismay, Albert Y. Kim, and Arturo Valdivia <br> Foreword by Kelly S. McConville. It was last built on December 03, 2024.</p>
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\title{Statistical Inference via Data Science: A ModernDive into R and the Tidyverse}
\author{Chester Ismay, Albert Y. Kim, and Arturo Valdivia}
\date{November 11, 2024}
\date{December 03, 2024}

\begin{document}
\maketitle
Expand Down Expand Up @@ -760,7 +760,7 @@ \section*{About this book}\label{about-the-book}

Could this be a new paradigm for textbooks? Instead of the traditional model of textbook companies publishing updated \emph{editions} of the textbook every few years, we apply a software design influenced model of publishing more easily updated \emph{versions}. We can then leverage open-source communities of instructors and developers for ideas, tools, resources, and feedback. As such, we welcome your GitHub pull requests.

Finally, since this book is under a \href{https://creativecommons.org/licenses/by-nc-sa/4.0/}{Creative Commons Attribution - NonCommercial - ShareAlike 4.0 license}, feel free to modify the book as you wish for your own non-commercial needs, but please list the authors at the top of \texttt{index.Rmd} as: ``Chester Ismay, Albert Y. Kim, Arturo Valdivia, and YOU!''
Finally, since this book is under a \href{https://creativecommons.org/licenses/by-nc-sa/4.0/}{Creative Commons Attribution - NonCommercial -- ShareAlike 4.0 license}, feel free to modify the book as you wish for your own non-commercial needs, but please list the authors at the top of \texttt{index.Rmd} as: ``Chester Ismay, Albert Y. Kim, Arturo Valdivia, and YOU!''

\newpage

Expand Down Expand Up @@ -1707,7 +1707,7 @@ \subsection{ggplot2 package}\label{ggplot2-package}

Let's now put the theory of the grammar of graphics into practice.

\section{Five named graphs - the 5NG}\label{FiveNG}
\section{Five named graphs -- the 5NG}\label{FiveNG}

In order to keep things simple in this book, we will only focus on five different types of graphics, each with a commonly given name. We term these ``five named graphs'' or in abbreviated form, the \textbf{5NG}: \index{five named graphs}

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\begin{verbatim}
Response: popular_or_not (factor)
Explanatory: track_genre (factor)
Null Hypothesis: independence
Null...
# A tibble: 2,000 x 2
popular_or_not track_genre
<fct> <fct>
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\begin{verbatim}
Response: popular_or_not (factor)
Explanatory: track_genre (factor)
Null Hypothesis: independence
Null...
# A tibble: 1,000 x 2
replicate stat
<int> <dbl>
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\begin{verbatim}
Response: rating (numeric)
Explanatory: genre (factor)
Null Hypothesis: independence
Null Hypothesis: ...
# A tibble: 68 x 2
rating genre
<dbl> <fct>
Expand Down Expand Up @@ -17171,7 +17171,7 @@ \subsubsection*{Bootstrap distribution for the partial slopes}\label{bootstrap-d

\begin{verbatim}
Response: total_cup_points (numeric)
Explanatory: continent_of_origin (factor), aroma (numeric), flavor (numeric), moisture_percentage (numeric)
Explanatory: continent_of_origin (f...
# A tibble: 207,000 x 6
# Groups: replicate [1,000]
replicate total_cup_points continent_of_origin aroma flavor
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Expand Up @@ -191,7 +191,7 @@ <h1>About the authors<a class="anchor" aria-label="anchor" href="#about-the-auth
<footer class="bg-primary text-light mt-5"><div class="container"><div class="row">

<div class="col-12 col-md-6 mt-3">
<p>"<strong>Statistical Inference via Data Science</strong>: A ModernDive into R and the Tidyverse <br> (Second Edition)" was written by Chester Ismay, Albert Y. Kim, and Arturo Valdivia <br> Foreword by Kelly S. McConville. It was last built on November 11, 2024.</p>
<p>"<strong>Statistical Inference via Data Science</strong>: A ModernDive into R and the Tidyverse <br> (Second Edition)" was written by Chester Ismay, Albert Y. Kim, and Arturo Valdivia <br> Foreword by Kelly S. McConville. It was last built on December 03, 2024.</p>
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<footer class="bg-primary text-light mt-5"><div class="container"><div class="row">

<div class="col-12 col-md-6 mt-3">
<p>"<strong>Statistical Inference via Data Science</strong>: A ModernDive into R and the Tidyverse <br> (Second Edition)" was written by Chester Ismay, Albert Y. Kim, and Arturo Valdivia <br> Foreword by Kelly S. McConville. It was last built on November 11, 2024.</p>
<p>"<strong>Statistical Inference via Data Science</strong>: A ModernDive into R and the Tidyverse <br> (Second Edition)" was written by Chester Ismay, Albert Y. Kim, and Arturo Valdivia <br> Foreword by Kelly S. McConville. It was last built on December 03, 2024.</p>
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<footer class="bg-primary text-light mt-5"><div class="container"><div class="row">

<div class="col-12 col-md-6 mt-3">
<p>"<strong>Statistical Inference via Data Science</strong>: A ModernDive into R and the Tidyverse <br> (Second Edition)" was written by Chester Ismay, Albert Y. Kim, and Arturo Valdivia <br> Foreword by Kelly S. McConville. It was last built on November 11, 2024.</p>
<p>"<strong>Statistical Inference via Data Science</strong>: A ModernDive into R and the Tidyverse <br> (Second Edition)" was written by Chester Ismay, Albert Y. Kim, and Arturo Valdivia <br> Foreword by Kelly S. McConville. It was last built on December 03, 2024.</p>
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<footer class="bg-primary text-light mt-5"><div class="container"><div class="row">

<div class="col-12 col-md-6 mt-3">
<p>"<strong>Statistical Inference via Data Science</strong>: A ModernDive into R and the Tidyverse <br> (Second Edition)" was written by Chester Ismay, Albert Y. Kim, and Arturo Valdivia <br> Foreword by Kelly S. McConville. It was last built on November 11, 2024.</p>
<p>"<strong>Statistical Inference via Data Science</strong>: A ModernDive into R and the Tidyverse <br> (Second Edition)" was written by Chester Ismay, Albert Y. Kim, and Arturo Valdivia <br> Foreword by Kelly S. McConville. It was last built on December 03, 2024.</p>
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<footer class="bg-primary text-light mt-5"><div class="container"><div class="row">

<div class="col-12 col-md-6 mt-3">
<p>"<strong>Statistical Inference via Data Science</strong>: A ModernDive into R and the Tidyverse <br> (Second Edition)" was written by Chester Ismay, Albert Y. Kim, and Arturo Valdivia <br> Foreword by Kelly S. McConville. It was last built on November 11, 2024.</p>
<p>"<strong>Statistical Inference via Data Science</strong>: A ModernDive into R and the Tidyverse <br> (Second Edition)" was written by Chester Ismay, Albert Y. Kim, and Arturo Valdivia <br> Foreword by Kelly S. McConville. It was last built on December 03, 2024.</p>
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<footer class="bg-primary text-light mt-5"><div class="container"><div class="row">

<div class="col-12 col-md-6 mt-3">
<p>"<strong>Statistical Inference via Data Science</strong>: A ModernDive into R and the Tidyverse <br> (Second Edition)" was written by Chester Ismay, Albert Y. Kim, and Arturo Valdivia <br> Foreword by Kelly S. McConville. It was last built on November 11, 2024.</p>
<p>"<strong>Statistical Inference via Data Science</strong>: A ModernDive into R and the Tidyverse <br> (Second Edition)" was written by Chester Ismay, Albert Y. Kim, and Arturo Valdivia <br> Foreword by Kelly S. McConville. It was last built on December 03, 2024.</p>
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<div class="col-12 col-md-6 mt-3">
<p>"<strong>Statistical Inference via Data Science</strong>: A ModernDive into R and the Tidyverse <br> (Second Edition)" was written by Chester Ismay, Albert Y. Kim, and Arturo Valdivia <br> Foreword by Kelly S. McConville. It was last built on November 11, 2024.</p>
<p>"<strong>Statistical Inference via Data Science</strong>: A ModernDive into R and the Tidyverse <br> (Second Edition)" was written by Chester Ismay, Albert Y. Kim, and Arturo Valdivia <br> Foreword by Kelly S. McConville. It was last built on December 03, 2024.</p>
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<footer class="bg-primary text-light mt-5"><div class="container"><div class="row">

<div class="col-12 col-md-6 mt-3">
<p>"<strong>Statistical Inference via Data Science</strong>: A ModernDive into R and the Tidyverse <br> (Second Edition)" was written by Chester Ismay, Albert Y. Kim, and Arturo Valdivia <br> Foreword by Kelly S. McConville. It was last built on November 11, 2024.</p>
<p>"<strong>Statistical Inference via Data Science</strong>: A ModernDive into R and the Tidyverse <br> (Second Edition)" was written by Chester Ismay, Albert Y. Kim, and Arturo Valdivia <br> Foreword by Kelly S. McConville. It was last built on December 03, 2024.</p>
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<footer class="bg-primary text-light mt-5"><div class="container"><div class="row">

<div class="col-12 col-md-6 mt-3">
<p>"<strong>Statistical Inference via Data Science</strong>: A ModernDive into R and the Tidyverse <br> (Second Edition)" was written by Chester Ismay, Albert Y. Kim, and Arturo Valdivia <br> Foreword by Kelly S. McConville. It was last built on November 11, 2024.</p>
<p>"<strong>Statistical Inference via Data Science</strong>: A ModernDive into R and the Tidyverse <br> (Second Edition)" was written by Chester Ismay, Albert Y. Kim, and Arturo Valdivia <br> Foreword by Kelly S. McConville. It was last built on December 03, 2024.</p>
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Expand Up @@ -3960,7 +3960,7 @@ <h4>Bootstrap distribution for the partial slopes<a class="anchor" aria-label="a
<span> <span class="op">)</span> <span class="op">|&gt;</span></span>
<span> <span class="fu"><a href="https://infer.tidymodels.org/reference/generate.html">generate</a></span><span class="op">(</span>reps <span class="op">=</span> <span class="fl">1000</span>, type <span class="op">=</span> <span class="st">"bootstrap"</span><span class="op">)</span></span></code></pre></div>
<pre><code>Response: total_cup_points (numeric)
Explanatory: continent_of_origin (factor), aroma (numeric), flavor (numeric), moisture_percentage (numeric)
Explanatory: continent_of_origin (factor), aroma (numeric), flavor (numeric), mo...
# A tibble: 207,000 × 6
# Groups: replicate [1,000]
replicate total_cup_points continent_of_origin aroma flavor moisture_percentage
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<footer class="bg-primary text-light mt-5"><div class="container"><div class="row">

<div class="col-12 col-md-6 mt-3">
<p>"<strong>Statistical Inference via Data Science</strong>: A ModernDive into R and the Tidyverse <br> (Second Edition)" was written by Chester Ismay, Albert Y. Kim, and Arturo Valdivia <br> Foreword by Kelly S. McConville. It was last built on November 11, 2024.</p>
<p>"<strong>Statistical Inference via Data Science</strong>: A ModernDive into R and the Tidyverse <br> (Second Edition)" was written by Chester Ismay, Albert Y. Kim, and Arturo Valdivia <br> Foreword by Kelly S. McConville. It was last built on December 03, 2024.</p>
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<footer class="bg-primary text-light mt-5"><div class="container"><div class="row">

<div class="col-12 col-md-6 mt-3">
<p>"<strong>Statistical Inference via Data Science</strong>: A ModernDive into R and the Tidyverse <br> (Second Edition)" was written by Chester Ismay, Albert Y. Kim, and Arturo Valdivia <br> Foreword by Kelly S. McConville. It was last built on November 11, 2024.</p>
<p>"<strong>Statistical Inference via Data Science</strong>: A ModernDive into R and the Tidyverse <br> (Second Edition)" was written by Chester Ismay, Albert Y. Kim, and Arturo Valdivia <br> Foreword by Kelly S. McConville. It was last built on December 03, 2024.</p>
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Expand Up @@ -412,7 +412,7 @@ <h2>About this book<a class="anchor" aria-label="anchor" href="#about-the-book">
</li>
</ul>
<p>Could this be a new paradigm for textbooks? Instead of the traditional model of textbook companies publishing updated <em>editions</em> of the textbook every few years, we apply a software design influenced model of publishing more easily updated <em>versions</em>. We can then leverage open-source communities of instructors and developers for ideas, tools, resources, and feedback. As such, we welcome your GitHub pull requests.</p>
<p>Finally, since this book is under a <a href="https://creativecommons.org/licenses/by-nc-sa/4.0/">Creative Commons Attribution - NonCommercial - ShareAlike 4.0 license</a>, feel free to modify the book as you wish for your own non-commercial needs, but please list the authors at the top of <code>index.Rmd</code> as: “Chester Ismay, Albert Y. Kim, Arturo Valdivia, and YOU!”</p>
<p>Finally, since this book is under a <a href="https://creativecommons.org/licenses/by-nc-sa/4.0/">Creative Commons Attribution - NonCommercial ShareAlike 4.0 license</a>, feel free to modify the book as you wish for your own non-commercial needs, but please list the authors at the top of <code>index.Rmd</code> as: “Chester Ismay, Albert Y. Kim, Arturo Valdivia, and YOU!”</p>
<div style="page-break-after: always;"></div>
</div>
<div id="versions-of-r-packages-used" class="section level2 unnumbered">
Expand Down Expand Up @@ -517,7 +517,7 @@ <h2>Versions of R packages used<a class="anchor" aria-label="anchor" href="#vers
infer
</td>
<td style="text-align:left;">
1.0.7
1.0.7.9000
</td>
</tr>
<tr>
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<footer class="bg-primary text-light mt-5"><div class="container"><div class="row">

<div class="col-12 col-md-6 mt-3">
<p>"<strong>Statistical Inference via Data Science</strong>: A ModernDive into R and the Tidyverse <br> (Second Edition)" was written by Chester Ismay, Albert Y. Kim, and Arturo Valdivia <br> Foreword by Kelly S. McConville. It was last built on November 11, 2024.</p>
<p>"<strong>Statistical Inference via Data Science</strong>: A ModernDive into R and the Tidyverse <br> (Second Edition)" was written by Chester Ismay, Albert Y. Kim, and Arturo Valdivia <br> Foreword by Kelly S. McConville. It was last built on December 03, 2024.</p>
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<footer class="bg-primary text-light mt-5"><div class="container"><div class="row">

<div class="col-12 col-md-6 mt-3">
<p>"<strong>Statistical Inference via Data Science</strong>: A ModernDive into R and the Tidyverse <br> (Second Edition)" was written by Chester Ismay, Albert Y. Kim, and Arturo Valdivia <br> Foreword by Kelly S. McConville. It was last built on November 11, 2024.</p>
<p>"<strong>Statistical Inference via Data Science</strong>: A ModernDive into R and the Tidyverse <br> (Second Edition)" was written by Chester Ismay, Albert Y. Kim, and Arturo Valdivia <br> Foreword by Kelly S. McConville. It was last built on December 03, 2024.</p>
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<div class="col-12 col-md-6 mt-3">
<p>"<strong>Statistical Inference via Data Science</strong>: A ModernDive into R and the Tidyverse <br> (Second Edition)" was written by Chester Ismay, Albert Y. Kim, and Arturo Valdivia <br> Foreword by Kelly S. McConville. It was last built on November 11, 2024.</p>
<p>"<strong>Statistical Inference via Data Science</strong>: A ModernDive into R and the Tidyverse <br> (Second Edition)" was written by Chester Ismay, Albert Y. Kim, and Arturo Valdivia <br> Foreword by Kelly S. McConville. It was last built on December 03, 2024.</p>
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<div class="col-12 col-md-6 mt-3">
<p>"<strong>Statistical Inference via Data Science</strong>: A ModernDive into R and the Tidyverse <br> (Second Edition)" was written by Chester Ismay, Albert Y. Kim, and Arturo Valdivia <br> Foreword by Kelly S. McConville. It was last built on November 11, 2024.</p>
<p>"<strong>Statistical Inference via Data Science</strong>: A ModernDive into R and the Tidyverse <br> (Second Edition)" was written by Chester Ismay, Albert Y. Kim, and Arturo Valdivia <br> Foreword by Kelly S. McConville. It was last built on December 03, 2024.</p>
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<div class="col-12 col-md-6 mt-3">
<p>"<strong>Statistical Inference via Data Science</strong>: A ModernDive into R and the Tidyverse <br> (Second Edition)" was written by Chester Ismay, Albert Y. Kim, and Arturo Valdivia <br> Foreword by Kelly S. McConville. It was last built on November 11, 2024.</p>
<p>"<strong>Statistical Inference via Data Science</strong>: A ModernDive into R and the Tidyverse <br> (Second Edition)" was written by Chester Ismay, Albert Y. Kim, and Arturo Valdivia <br> Foreword by Kelly S. McConville. It was last built on December 03, 2024.</p>
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<p>"<strong>Statistical Inference via Data Science</strong>: A ModernDive into R and the Tidyverse <br> (Second Edition)" was written by Chester Ismay, Albert Y. Kim, and Arturo Valdivia <br> Foreword by Kelly S. McConville. It was last built on November 11, 2024.</p>
<p>"<strong>Statistical Inference via Data Science</strong>: A ModernDive into R and the Tidyverse <br> (Second Edition)" was written by Chester Ismay, Albert Y. Kim, and Arturo Valdivia <br> Foreword by Kelly S. McConville. It was last built on December 03, 2024.</p>
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