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R for Data Science, 2e: Import, Tidy, Transform, Visualize, and Model Data de Hadley Wickham

R for Data Science, 2e: Import, Tidy, Transform, Visualize, and Model Data

Autor Hadley Wickham, Garrett Grolemund, Mine Cetinkaya–rundel
en Limba Engleză Paperback – 22 iun 2023

Use R to turn data into insight, knowledge, and understanding. With this practical book, aspiring data scientists will learn how to do data science with R and RStudio, along with the tidyverseâ a collection of R packages designed to work together to make data science fast, fluent, and fun. Even if you have no programming experience, this updated edition will have you doing data science quickly.

You'll learn how to import, transform, and visualize your data and communicate the results. And you'll get a complete, big-picture understanding of the data science cycle and the basic tools you need to manage the details. Updated for the latest tidyverse features and best practices, new chapters show you how to get data from spreadsheets, databases, and websites. Exercises help you practice what you've learned along the way.

You'll understand how to:

  • Visualize: Create plots for data exploration and communication of results
  • Transform: Discover variable types and the tools to work with them
  • Import: Get data into R and in a form convenient for analysis
  • Program: Learn R tools for solving data problems with greater clarity and ease
  • Communicate: Integrate prose, code, and results with Quarto
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Specificații

ISBN-13: 9781492097402
ISBN-10: 1492097403
Pagini: 600
Dimensiuni: 179 x 234 x 34 mm
Greutate: 0.91 kg
Ediția:00002
Editura: O'Reilly

Descriere

Learn how to use R to turn data into insight, knowledge, and understanding. Ideal for current and aspiring data scientists, this book introduces you to doing data science with R and RStudio, as well as the tidyverse-a collection of R packages designed to work together to make data science fast, fluent, and fun. Even if you have no programming experience, this updated edition will have you doing data science quickly.

You'll learn how to import, transform, and visualize your data and communicate the results. And you'll get a complete, big-picture understanding of the data science cycle and the basic tools you need to manage the details. Each section in this edition includes exercises to help you practice what you've learned along the way.

Updated for the latest tidyverse best practices, new chapters dive deeper into visualization and data wrangling, show you how to get data from spreadsheets, databases, and websites, and help you make the most of new programming tools. You'll learn how to:Visualize-create plots for data exploration and communication of resultsTransform-discover types of variables and the tools you can use to work with themImport-get data into R and in a form convenient for analysisProgram-learn R tools for solving data problems with greater clarity and easeCommunicate-integrate prose, code, and results with Quarto
 

Notă biografică

Hadley Wickham is Chief Scientist at RStudio and a member of the R Foundation. He builds tools (both computational and cognitive) that make data science easier, faster, and more fun. His work includes packages for data science (ggplot2, dplyr, tidyr), data ingest (readr, readxl, haven), and principled software development (roxygen2, testthat, devtools). He is also a writer, educator, and frequent speaker promoting the use of R for data science. Learn more on his homepage, http: //hadley.nz.