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R Markdown: The Definitive Guide

R Markdown: The Definitive Guide

Authors
Publisher Taylor & Francis Ltd
Year 17/07/2018
Pages 304
Version paperback
Readership level College/higher education
Language English
ISBN 9781138359338
Categories Probability & statistics
$46.77 (with VAT)
207.90 PLN / €44.57 / £38.69
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Book description

R Markdown: The Definitive Guide is the first official book authored by the core R Markdown developers that provides a comprehensive and accurate reference to the R Markdown ecosystem. With R Markdown, you can easily create reproducible data analysis reports, presentations, dashboards, interactive applications, books, dissertations, websites, and journal articles, while enjoying the simplicity of Markdown and the great power of R and other languages.





In this book, you will learn








Basics: Syntax of Markdown and R code chunks, how to generate figures and tables, and how to use other computing languages







Built-in output formats of R Markdown: PDF/HTML/Word/RTF/Markdown documents and ioslides/Slidy/Beamer/PowerPoint presentations







Extensions and applications: Dashboards, Tufte handouts, xaringan/reveal.js presentations, websites, books, journal articles, and interactive tutorials







Advanced topics: Parameterized reports, HTML widgets, document templates, custom output formats, and Shiny documents.








Yihui Xie is a software engineer at RStudio. He has authored and co-authored several R packages, including knitr, rmarkdown, bookdown, blogdown, shiny, xaringan, and animation. He has published three other books, Dynamic Documents with R and knitr, bookdown: Authoring Books and Technical Documents with R Markdown, and blogdown: Creating Websites with R Markdown.





J.J. Allaire is the founder of RStudio and the creator of the RStudio IDE. He is an author of several packages in the R Markdown ecosystem including rmarkdown, flexdashboard, learnr, and radix.





Garrett Grolemund is the co-author of R for Data Science and author of Hands-On Programming with R. He wrote the lubridate R package and works for RStudio as an advocate who trains engineers to do data science with R and the Tidyverse. "The manuscript offers a detailed documentation of the R Markdown document format and its related packages for R (e.g. knitr, rmarkdown, flexdashboard, shiny). These packages form an important ecosystem for reproducible research using R and are widely used across academia and the private sector. All the authors have been key contributors to developing the core R Markdown packages and are knowledgable about the inner workings of these functions and all the available options to customize published documents...The target audience for this manuscript would be experienced R users who frequently use R Markdown to generate publications for a variety of mediums (articles, books, information dashboards, interactive web applications, etc.)...While this book is strongly related to the author's previous book (Dynamic Documents with R and knitr), a wider range of readers should find this new manuscript useful for its focus on the broad range of output formats generated by R Markdown and how to customize those outputs." ~Benjamin Soltoff, Department of Computational Social Science, University of Chicago





"A main strength of the software described herein is that it facilitates reproducible documents incorporating analyses and figures. The first topics covered in chapters 6-13 include handout and presentation formats that could be used effectively for teaching or presenting statistical results. The other topics focus on larger scale documents such as complex websites, books, and academic journal articles. From academic teaching and research to industry and other settings, the material covered by this book allows statisticians and data scientists to disseminate results in a highly effective manner." ~David Whitney, Department of Biostatistics, University of Washington





"This book will be a valuable reference for students, academics, and professionals using R - that is to say, any one in a wide (and growing) variety of fields focused on practical data analysis including statistics, machine learning, the social sciences, etc. There is increasing awareness that nearly any occasion calling for analysis code also calls for some amount of corresponding documentation, explanation, and/or interpretation. Rapid improvement in tools for R markdown has made integrating code and text less and less of a chore, and therefore more and more common - even among users new to R. R markdown is a popular choice now for a range of formats including blog posts, user manuals, books, dissertations, and undergraduate homework assignments. I personally use R markdown for nearly all of my website content, presentations, research papers, and to generate reports for the clients of my statistical consulting business. Because of its many applications, however, the ecosystem of R markdown tools has become unwieldy, and many tutorials reference outdated techniques or unnecessary workarounds. A definitive guide has been long needed." ~Rose Hartman, UnderstandingData





"This book is so far the most comprehensive reference for the R Markdown format and its associated extensions and tools. On a high level, Part I and II (Chapter 1-4) of this book cover the basic use of the R Markdown document and the knitr and rmarkdown packages, which are helpful for new users to quickly get started. Part III (Chapter 5-13) introduces a lot of new developments and powerful tools for R Markdown, including creating presentations, authoring books, building websites, writing journal articles, etc. In my personal point of view this is the most attractive part of this book, as it opens a new world for users who have only used R Markdown to create ordinary documents." ~Yixuan Qui, Department of Statistics, Purdue University


"This book represents a valuable contribution to the target field due to its exploration of a wide range of features in the markdown language. If other books on this topic exist, this one has the advantage that the authors have already made significant contributions to the markdown language in the R platform and certainly have a comprehensive understanding of the topic...I recommend this book for publication because the topic is sophisticated and complex, and the interested audience will certainly be satisfied with the clarity of presentation and the depth that the authors reach in their exploratory examples" ~Jon Katz, data analyst

R Markdown: The Definitive Guide

Table of contents

Preface





How to read this book





Structure of the book





Software information and conventions





Acknowledgments







About the Authors





Yihui Xie





J.J. Allaire





Garrett Grolemund











I Get Started







1 Installation











2 Basics





2.1 Example applications





2.2 Compile an R Markdown document





2.3 Cheat sheets





2.4 Output formats





2.5 Markdown syntax





2.6 R code chunks and inline R code





2.7 Other language engines





2.8 Interactive documents







II Output Formats





3 Documents





3.1 HTML document





3.2 Notebook





3.3 PDF document





3.4 Word document





3.5 OpenDocument Text document





3.6 Rich Text Format document





3.7 Markdown document





3.8 R package vignette





4 Presentations





4.1 ioslides presentation





4.2 Slidy presentation





4.3 Beamer presentation





4.4 PowerPoint presentation











III Extensions







5 Dashboards





5.1 Layout





5.2 Components





5.3 Shiny











6 Tufte Handouts





6.1 Headings





6.2 Figures





6.3 Sidenotes





6.4 References





6.5 Tables





6.6 Block quotes





6.7 Responsiveness





6.8 Sans-serif fonts and epigraphs





6.9 Customize CSS styles











7 xaringan Presentations





7.1 Get started





7.2 Keyboard shortcuts





7.3 Slide formatting





7.4 Build and preview slides





7.5 CSS and themes





7.6 Some tips











8 reveal.js Presentations





8.1 Display modes





8.2 Appearance and style





8.3 Slide transitions





8.4 Slide backgrounds





8.5 2-D presentations





8.6 Custom CSS





8.7 reveal.js options





8.8 reveal.js plugins





8.9 Other features







9 Community Formats





9.1 Lightweight Pretty HTML Documents





9.2 The rmdformats package





9.3 Shower presentations











10 Websites





10.1 Get started





10.2 The directory structure





10.3 Deployment





10.4 Other site generators





10.5 rmarkdown's site generator











11 HTML Documentation for R Packages





11.1 Get started





11.2 Components







12 Books





12.1 Get started





12.2 Project structure





12.3 Markdown extensions





12.4 Output Formats





12.5 Editing





12.6 Publishing







13 Journals





13.1 Get started





13.2 Articles templates





13.3 Using a template





13.4 LaTeX content





13.5 Linking with bookdown





13.6 Contributing templates







14 Interactive Tutorials





14.1 Get started





14.2 Tutorial types





14.3 Exercises





14.4 Quiz questions





14.5 Videos





14.6 Shiny components





14.7 Navigation and progress tracking







IV Other Topics











15 Parameterized reports





15.1 Declaring parameters





15.2 Using parameters





15.3 Knitting with parameters





15.4 Publishing







16 HTML Widgets





16.1 Overview





16.2 A widget example (sigma.js)





16.3 Creating your own widgets





16.4 Widget sizing





16.5 Advanced topics







17 Document Templates





17.1 Template structure





17.2 Supporting files





17.3 Custom Pandoc templates





17.4 Sharing your templates











18 Creating New Formats





18.1 Deriving from built-in formats





18.2 Fully custom formats





18.3 Using a new format











19 Shiny Documents





19.1 Getting started





19.2 Deployment





19.3 Embedded Shiny apps





19.4 Shiny widgets





19.5 Multiple pages





19.6 Delayed rendering





19.7 Output arguments for render functions

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