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Advanced R: Data Programming and the Cloud

Advanced R: Data Programming and the Cloud

Authors
Publisher Springer, Berlin
Year
Pages 279
Version paperback
Language English
ISBN 9781484220764
Categories Programming & scripting languages: general
Delivery to United States

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Book description


Program for data analysis using R and learn practical skills to make your work more efficient. This book covers how to automate running code and the creation of reports to share your results, as well as writing functions and packages. Advanced R 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 to programming in R to automate tasks.

This book will show you how to manipulate data in modern R structures and includes connecting R to data bases such as SQLite, PostgeSQL, and MongoDB. The book closes with a hands-on section to get R running in the cloud. 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
Make an R package and share it via GitHub or privately
Add tests to R code to insure it works as intended
Build packages automatically with GitHub
Use R to talk directly to databases and do complex data management
Run R in the Amazon cloud
Generate presentation-ready tables and reports using R
Who This Book Is For

Working professionals, researchers, or 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.

Advanced R: Data Programming and the Cloud

Table of contents

Programming 1.Programming Basics 2.Programming Utilities 3.Loops, flow control, and apply functions 4.Writing Functions 5.Writing Classes and Methods 6.Writing a Package Data Management 7.Data Management using data.table 8.Data Munging With data.table 9.Other Tools for Data Management 10.Reading Big Data(bases) Cloud Computing 11.Getting a Cloud 12.Ubuntu for Windows Users 13.Every Cloud has a Shiny lining... 14.Shiny Dashboard Sampler 15.Dynamic Reports and the Cloud References (backmatter)

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