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Learning R Programming

You're reading from   Learning R Programming Language, tools, and practical techniques

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Product type Paperback
Published in Oct 2016
Publisher Packt
ISBN-13 9781785889776
Length 582 pages
Edition 1st Edition
Languages
Tools
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Author (1):
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Kun Ren Kun Ren
Author Profile Icon Kun Ren
Kun Ren
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Table of Contents (16) Chapters Close

Preface 1. Quick Start FREE CHAPTER 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

Working with relational databases

In the previous chapters, we used a family of built-in functions such as read.csv and read.table to import data from separator-delimited files, such as those in the csv format. Using text formats to store data is handy and portable. When the data file is large, however, such a storage method may not be the best way.

There are three main reasons why text formats can no longer be easy to use. They are as follows:

  1. Functions such as read.csv() are mostly used to load the whole file into memory, that is, a data frame in R. If the data is too large to fit into the computer memory, we simply cannot do it.
  2. Even if the dataset is large, we usually don't have to load the whole dataset into memory when we work on a task. Instead, we often need to extract a subset of the dataset that meets a certain condition. The built-in data-importer functions simply do not support querying a csv file.
  3. The dataset is still updating, that is, we need to insert records...
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