Data Wrangling with R

Nonfiction, Science & Nature, Mathematics, Statistics, Computers, Application Software, General Computing
Cover of the book Data Wrangling with R by Bradley C. Boehmke, Ph.D., Springer International Publishing
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: Bradley C. Boehmke, Ph.D. ISBN: 9783319455990
Publisher: Springer International Publishing Publication: November 17, 2016
Imprint: Springer Language: English
Author: Bradley C. Boehmke, Ph.D.
ISBN: 9783319455990
Publisher: Springer International Publishing
Publication: November 17, 2016
Imprint: Springer
Language: English

This guide for practicing statisticians, data scientists, and R users and programmers will teach the essentials of preprocessing: data leveraging the R programming language to easily and quickly turn noisy data into usable pieces of information. Data wrangling, which is also commonly referred to as data munging, transformation, manipulation, janitor work, etc., can be a painstakingly laborious process. Roughly 80% of data analysis is spent on cleaning and preparing data; however, being a prerequisite to the rest of the data analysis workflow (visualization, analysis, reporting), it is essential that one become fluent and efficient in data wrangling techniques.

This book will guide the user through the data wrangling process via a step-by-step tutorial approach and provide a solid foundation for working with data in R. The author's goal is to teach the user how to easily wrangle data in order to spend more time on understanding the content of the data. By the end of the book, the user will have learned: 

  • How to work with different types of data such as numerics, characters, regular expressions, factors, and dates
  • The difference between different data structures and how to create, add additional components to, and subset each data structure
  • How to acquire and parse data from locations previously inaccessible
  • How to develop functions and use loop control structures to reduce code redundancy
  • How to use pipe operators to simplify code and make it more readable
  • How to reshape the layout of data and manipulate, summarize, and join data sets
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

This guide for practicing statisticians, data scientists, and R users and programmers will teach the essentials of preprocessing: data leveraging the R programming language to easily and quickly turn noisy data into usable pieces of information. Data wrangling, which is also commonly referred to as data munging, transformation, manipulation, janitor work, etc., can be a painstakingly laborious process. Roughly 80% of data analysis is spent on cleaning and preparing data; however, being a prerequisite to the rest of the data analysis workflow (visualization, analysis, reporting), it is essential that one become fluent and efficient in data wrangling techniques.

This book will guide the user through the data wrangling process via a step-by-step tutorial approach and provide a solid foundation for working with data in R. The author's goal is to teach the user how to easily wrangle data in order to spend more time on understanding the content of the data. By the end of the book, the user will have learned: 

More books from Springer International Publishing

Cover of the book Medullary Thyroid Carcinoma by Bradley C. Boehmke, Ph.D.
Cover of the book Testosterone by Bradley C. Boehmke, Ph.D.
Cover of the book Hepatocellular Carcinoma by Bradley C. Boehmke, Ph.D.
Cover of the book Spin Glasses by Bradley C. Boehmke, Ph.D.
Cover of the book Pulse Waves by Bradley C. Boehmke, Ph.D.
Cover of the book Evolutionary Algorithms and Metaheuristics in Civil Engineering and Construction Management by Bradley C. Boehmke, Ph.D.
Cover of the book Recombinant Ecology - A Hybrid Future? by Bradley C. Boehmke, Ph.D.
Cover of the book Practitioner's Guide to Health Informatics by Bradley C. Boehmke, Ph.D.
Cover of the book There Is No Theory of Everything by Bradley C. Boehmke, Ph.D.
Cover of the book Understanding Peace and Conflict Through Social Identity Theory by Bradley C. Boehmke, Ph.D.
Cover of the book Principles of Harmonic Analysis by Bradley C. Boehmke, Ph.D.
Cover of the book The Political Economy of Britain in Crisis by Bradley C. Boehmke, Ph.D.
Cover of the book Proteomic Methods in Neuropsychiatric Research by Bradley C. Boehmke, Ph.D.
Cover of the book Quantum Physics and Geometry by Bradley C. Boehmke, Ph.D.
Cover of the book Digital Echoes by Bradley C. Boehmke, Ph.D.
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy