Leanpub Header

Skip to main content

Report Writing for Data Science in R

This book teaches the fundamental concepts and tools behind reporting modern data analyses in a reproducible manner. As data analyses become increasingly complex, the need for clear and reproducible report writing is greater than ever. The material for this book was developed as part of the industry-leading Johns Hopkins Data Science Specialization. Printed versions are available through Lulu (see link below).

This book is available in multiple packages!

Pick Your Package
PDF
EPUB
WEB
119
Pages
About

About

About the Book

This book teaches the concepts and tools behind reporting modern data analyses in a reproducible manner. Reproducibility is the idea that data analyses should be published or made available with their data and software code so that others may verify the findings and build upon them.  The need for reproducible report writing is increasing dramatically as data analyses become more complex, involving larger datasets and more sophisticated computations. Reproducibility allows for people to focus on the actual content of a data analysis, rather than on superficial details reported in a written summary. In addition, reproducibility makes an analysis more useful to others because the data and code that actually conducted the analysis are available. This book will focus on literate statistical analysis tools which allow one to publish data analyses in a single document that allows others to easily execute the same analysis to obtain the same results.

If you are interetsed in a printed version of this book, you can purchase one through Lulu.

Packages

Pick Your Package

All packages include the ebook in the following formats: PDF, EPUB, and Web

The Book

Minimum price

Suggested price$10.00

Free!

    The Book + Lecture Videos (HD)

    Minimum price

    Suggested price$25.00

    This package includes the book and high definition lecture video files (720p). The collection also contains live demonstrations of how to use various aspects of R that could not be included in the book. The videos are licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International license.

    $15.00

    • Lecture Videos (HD)

    Author

    About the Author

    Roger D. Peng

    Roger D. Peng is a Professor of Statistics and Data Sciences at the University of Texas, Austin. Previously, he was Professor of Biostatistics at the Johns Hopkins Bloomberg School of Public Health. His research focuses on the development of statistical methods for addressing environmental health problems and on developing tools for doing better data analysis. He is the author of the popular book R Programming for Data Science and 10 other books on data science and statistics. He is also the co-creator of the Johns Hopkins Data Science Specialization, the Simply Statistics blog where he writes about statistics for the public, the Not So Standard Deviations podcast with Hilary Parker, and The Effort Report podcast with Elizabeth Matsui. Roger is a Fellow of the American Statistical Association and is the recipient of the Mortimer Spiegelman Award from the American Public Health Association, which honors a statistician who has made outstanding contributions to public health. He can be found on Twitter and GitHub at @rdpeng.

    Leanpub Podcast

    Episode 16

    An Interview with Roger D. Peng

    Contents

    Table of Contents

    Stay in Touch!

    1.Getting Started with R

    2.What is Reproducible Reporting?

    3.The Data Science Pipeline

    4.Literate Statistical Programming

    5.Organizing a Data Analysis

    6.Structure of a Data Analysis: Part 1

    7.Structure of a Data Analysis: Part 2

    8.Markdown

    9.Using knitr for Reproducible Reports

    10.Communicating Results Over E-mail

    11.Reproducibility Check List

    12.Evidence-based Data Analysis

    13.Public Reproducibility Resources

    About the Author

    Get the free sample chapters

    Click the buttons to get the free sample in PDF or EPUB, or read the sample online here

    The Leanpub 60 Day 100% Happiness Guarantee

    Within 60 days of purchase you can get a 100% refund on any Leanpub purchase, in two clicks.

    Now, this is technically risky for us, since you'll have the book or course files either way. But we're so confident in our products and services, and in our authors and readers, that we're happy to offer a full money back guarantee for everything we sell.

    You can only find out how good something is by trying it, and because of our 100% money back guarantee there's literally no risk to do so!

    So, there's no reason not to click the Add to Cart button, is there?

    See full terms...

    Earn $8 on a $10 Purchase, and $16 on a $20 Purchase

    We pay 80% royalties on purchases of $7.99 or more, and 80% royalties minus a 50 cent flat fee on purchases between $0.99 and $7.98. You earn $8 on a $10 sale, and $16 on a $20 sale. So, if we sell 5000 non-refunded copies of your book for $20, you'll earn $80,000.

    (Yes, some authors have already earned much more than that on Leanpub.)

    In fact, authors have earned over $14 million writing, publishing and selling on Leanpub.

    Learn more about writing on Leanpub

    Free Updates. DRM Free.

    If you buy a Leanpub book, you get free updates for as long as the author updates the book! Many authors use Leanpub to publish their books in-progress, while they are writing them. All readers get free updates, regardless of when they bought the book or how much they paid (including free).

    Most Leanpub books are available in PDF (for computers) and EPUB (for phones, tablets and Kindle). The formats that a book includes are shown at the top right corner of this page.

    Finally, Leanpub books don't have any DRM copy-protection nonsense, so you can easily read them on any supported device.

    Learn more about Leanpub's ebook formats and where to read them

    Write and Publish on Leanpub

    You can use Leanpub to easily write, publish and sell in-progress and completed ebooks and online courses!

    Leanpub is a powerful platform for serious authors, combining a simple, elegant writing and publishing workflow with a store focused on selling in-progress ebooks.

    Leanpub is a magical typewriter for authors: just write in plain text, and to publish your ebook, just click a button. (Or, if you are producing your ebook your own way, you can even upload your own PDF and/or EPUB files and then publish with one click!) It really is that easy.

    Learn more about writing on Leanpub