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Advanced R 4 Data Programming and the Cloud by Matt Wiley, Joshua F. Wiley
Program for data analysis using R and learn practical skills to make your work moreefficient. This revised book explores how to automate running code and the creation ofreports to share your results, as well as writing functions and packages. It includes keyR 4 features such as a new color palette for charts, an enhanced reference countingsystem, and normalization of matrix and array types where matrix objects nowformally inherit from the array class, eliminating inconsistencies.
Advanced R 4 Data Programming and the Cloud is not designed to teach advancedR programming nor to teach the theory behind statistical procedures. Rather, itis designed to be a practical guide moving beyond merely using R; it shows you howto program in R to automate tasks.
This book will teach you how to manipulate data inmodern R structures and includes connecting R to databases such as PostgreSQL, cloud services such as Amazon Web Services (AWS), and digital dashboards such as Shiny.Each chapter also includes a detailed bibliography with references to research articles and other resources that cover relevant conceptual and theoretical topics.
What You Will Learn
- Write and document R functions using R 4
- Make an R package and share it via GitHub or privately
- Add tests to R code to ensure it works as intended
- Use R to talk directly to databases and do complex data management
- Run R in the Amazon cloud
- Deploy a Shiny digital dashboard
- Generate presentation-ready tables and reports using R
Who This Book Is For
Working professionals, researchers, and students who are familiar with R and basic statistical techniques such as linear regression and who want to learn how to take their R coding and programming to the next level. FORMAT
Paperback LANGUAGE
English CONDITION
Brand New Back Cover
Program for data analysis using R and learn practical skills to make your work more efficient. This revised book explores how to automate running code and the creation of reports to share your results, as well as writing functions and packages. It includes key R 4 features such as a new color palette for charts, an enhanced reference counting system, and normalization of matrix and array types where matrix objects now formally inherit from the array class, eliminating inconsistencies. Advanced R 4 Data Programming and the Cloud is not designed to teach advanced R programming nor to teach the theory behind statistical procedures. Rather, it is designed to be a practical guide moving beyond merely using R; it shows you how to program in R to automate tasks. This book will teach you how to manipulate data in modern R structures and includes connecting R to databases such as PostgreSQL, cloud services such as Amazon Web Services (AWS), and digital dashboards such as Shiny. Each chapter also includes a detailed bibliography with references to research articles and other resources that cover relevant conceptual and theoretical topics. You will: Write and document R functions using R 4 Make an R package and share it via GitHub or privately Add tests to R code to ensure it works as intended Use R to talk directly to databases and do complex data management Run R in the Amazon cloud Deploy a Shiny digital dashboard Generate presentation-ready tables and reports using R
Table of Contents
1. Programming Basics.-2. Programming Utilities.-3. Programming Automation.-4. Writing Functions.-5. Writing Classes and Methods.-6. Writing Packages.-7. Introduction to .-8. Advanced .-9. Other Data Management Packages.-10. Reading Big Data.-11. Getting Your Cloud.-12. Cloud Ubuntu for Windows Users.-13. Every Cloud has a Shiny lining.-14. Shiny Dashboard Sampler.-15. Dynamic Reports and the Cloud.- Bibliography.
Feature
Demonstrates how to set up and run R 4.0 in the cloud Shows how to leverage applied R 4.0 programming to make analyses more efficient Covers how to generate dynamic reports and tables showcasing results of analyses
Details ISBN1484259726 Author Joshua F. Wiley Short Title Advanced R 4 Data Programming and the Cloud Language English Edition 2nd ISBN-10 1484259726 ISBN-13 9781484259726 Format Paperback Year 2020 DOI 10.1007/978-1-4842-5973-3 Pages 433 Publication Date 2020-07-17 UK Release Date 2020-07-17 Imprint APress Place of Publication Berkley Country of Publication United States AU Release Date 2020-07-17 NZ Release Date 2020-07-17 US Release Date 2020-07-17 Publisher APress Subtitle Using PostgreSQL, AWS, and Shiny Replaces 9781484220764 DEWEY 005.7585 Country of Origin NL Product Class Description Computing: Professional & Programming Alternative 9781484259733 Illustrations 9 Illustrations, color; 56 Illustrations, black and white Audience Professional & Vocational Edition Description Second Edition
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