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Learning R Programming

You're reading from  Learning R Programming

Product type Book
Published in Oct 2016
Publisher Packt
ISBN-13 9781785889776
Pages 582 pages
Edition 1st Edition
Languages
Author (1):
Kun Ren Kun Ren
Profile icon Kun Ren

Table of Contents (21) Chapters

Learning R Programming
Credits
About the Author
About the Reviewer
www.PacktPub.com
Preface
1. Quick Start 2. Basic Objects 3. Managing Your Workspace 4. Basic Expressions 5. Working with Basic Objects 6. Working with Strings 7. Working with Data 8. Inside R 9. Metaprogramming 10. Object-Oriented Programming 11. Working with Databases 12. Data Manipulation 13. High-Performance Computing 14. Web Scraping 15. Boosting Productivity

Using rlist to work with nested data structures


In the previous chapter, you learned about both relational databases that store data in tables and non-relational databases that support nested data structures. In R, the most commonly used nested data structure is a list object. All previous sections focus on manipulating tabular data. In this section, let's play with the rlist package I developed, which is designed for manipulating non-tabular data.

The design of rlist is very similar to dplyr. It provides mapping, filtering, selecting, sorting, grouping, and aggregating functionality for list objects. Run the following code to install the rlist package from CRAN:

install.packages("rlist") 

We have the non-tabular version of the product data stored in data/products.json. In this file, each product has a JSON representation as follows:

{ 
    "id": "T01", 
    "name": "SupCar", 
    "type": "toy", 
    "class": "vehicle", 
    "released": true, 
    "stats"...
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