Scaling Up with R and Apache Arrow
eBook - ePub

Scaling Up with R and Apache Arrow

Bigger Data, Easier Workflows

  1. 158 pages
  2. English
  3. ePUB (mobile friendly)
  4. Available on iOS & Android
eBook - ePub

Scaling Up with R and Apache Arrow

Bigger Data, Easier Workflows

About this book

Analyze large datasets directly from R. Scaling Up With R and Arrow provides a guide to working efficiently with larger-than-memory datasets using the arrow R package. As data grows in size and complexity, traditional data analysis methods in R often hit technical limitations. In this book, you'll learn how to overcome these hurdles without needing to set up complex infrastructure.

You'll learn about the Apache Arrow project's origins, goals, and its significance in bridging the gap between data science and big data ecosystems. You'll also learn how to leverage the arrow R package to work directly with files in various formats, such as CSV and Parquet, using familiar dplyr syntax. This book explores practical topics like data manipulation, file formats, working with larger datasets, and optimizing workflows for data in cloud storage. Advanced chapters examine user-defined functions, integration with other tools like DuckDB, and extending Arrow's capabilities to work with geospatial data.

Written by developers of the Arrow R package, this guide is essential for anyone looking to scale their data processing capabilities in R.

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Yes, you can access Scaling Up with R and Apache Arrow by Nic Crane,Jonathan Keane,Neal Richardson in PDF and/or ePUB format, as well as other popular books in Informatica & Project Management. We have over one million books available in our catalogue for you to explore.

Information

Table of contents

  1. Cover Page
  2. Half-Title Page
  3. Title Page
  4. Copyright Page
  5. Contents
  6. Acknowledgments
  7. Foreword
  8. 1 Introduction
  9. 2 Getting Started
  10. 3 Data Manipulation
  11. 4 Files and Formats
  12. 5 Datasets
  13. 6 Cloud
  14. 7 Advanced Topics
  15. 8 Sharing Data and Interoperability
  16. A Appendix
  17. Index