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<title>Page not found | Statistical Inference via Data Science</title>
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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 10, 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 November 11, 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 10, 2024}
\date{November 11, 2024}

\begin{document}
\maketitle
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<title>About the authors | Statistical Inference via Data Science</title>
<meta name="author" content="Chester Ismay, Albert Y. Kim, and Arturo Valdivia Foreword by Kelly S. McConville">
<meta name="description" content="Chester Ismay Albert Y. Kim Arturo Valdivia Chester Ismay is Vice President of Data and Automation at MATE Seminars and is a freelance data science consultant and instructor. He also teaches in...">
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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 10, 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 November 11, 2024.</p>
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<title>A Statistical Background | Statistical Inference via Data Science</title>
<meta name="author" content="Chester Ismay, Albert Y. Kim, and Arturo Valdivia Foreword by Kelly S. McConville">
<meta name="description" content="A.1 Basic statistical terms Note that all the following statistical terms apply only to numerical variables, except the distribution which can exist for both numerical and categorical variables. ...">
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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 10, 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 November 11, 2024.</p>
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<title>B Inference Examples | Statistical Inference via Data Science</title>
<meta name="author" content="Chester Ismay, Albert Y. Kim, and Arturo Valdivia Foreword by Kelly S. McConville">
<meta name="description" content="This appendix is designed to provide you with examples of the five basic hypothesis tests and their corresponding confidence intervals. Traditional theory-based methods as well as...">
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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 10, 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 November 11, 2024.</p>
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<title>C Tips and Tricks | Statistical Inference via Data Science</title>
<meta name="author" content="Chester Ismay, Albert Y. Kim, and Arturo Valdivia Foreword by Kelly S. McConville">
<meta name="description" content="Needed packages Let’s load all the packages needed for this chapter (this assumes you’ve already installed them). Recall from our discussion in Section 4.4 that loading the tidyverse package by...">
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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 10, 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 November 11, 2024.</p>
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<title>Chapter 8 Estimation, Confidence Intervals, and Bootstrapping | Statistical Inference via Data Science</title>
<meta name="author" content="Chester Ismay, Albert Y. Kim, and Arturo Valdivia Foreword by Kelly S. McConville">
<meta name="description" content="We studied sampling in Chapter 7. Recall, for example, getting many random samples of red and white balls from a bowl, finding the sample proportions of red balls from each of those samples, and...">
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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 10, 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 November 11, 2024.</p>
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<title>Foreword | Statistical Inference via Data Science</title>
<meta name="author" content="Chester Ismay, Albert Y. Kim, and Arturo Valdivia Foreword by Kelly S. McConville">
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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 10, 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 November 11, 2024.</p>
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<title>Chapter 1 Getting Started with Data in R | Statistical Inference via Data Science</title>
<meta name="author" content="Chester Ismay, Albert Y. Kim, and Arturo Valdivia Foreword by Kelly S. McConville">
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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 10, 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 November 11, 2024.</p>
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<title>Chapter 9 Hypothesis Testing | Statistical Inference via Data Science</title>
<meta name="author" content="Chester Ismay, Albert Y. Kim, and Arturo Valdivia Foreword by Kelly S. McConville">
<meta name="description" content="We have studied confidence intervals in Chapter 8. We now introduce hypothesis testing, another widely used method for statistical inference. A claim is made about a value or characteristic of the...">
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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 10, 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 November 11, 2024.</p>
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<title>Welcome to ModernDive (v2) | Statistical Inference via Data Science</title>
<meta name="author" content="Chester Ismay, Albert Y. Kim, and Arturo Valdivia Foreword by Kelly S. McConville">
<meta name="description" content="An open-source and fully-reproducible electronic textbook for teaching statistical inference using tidyverse data science tools.">
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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 10, 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 November 11, 2024.</p>
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<title>Chapter 10 Inference for Regression | Statistical Inference via Data Science</title>
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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 10, 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 November 11, 2024.</p>
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<title>Chapter 6 Multiple Regression | Statistical Inference via Data Science</title>
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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 10, 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 November 11, 2024.</p>
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