R for data science : import, tidy, transform, visualize, and model data / Hadley Wickham & Garrett Grolemund

Author:: Wickham, Hadley
Published:: Beijing : O'Reilly, [2017]
Copyright Date:: ©2017
Physical Description:: xxv, 492 pages : illustrations (some color) ; 23 cm
Additional Creators:: Grolemund, Garrett

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Contents:

Part I. Explore. Data visualization with ggplot2 -- Workflow: basics -- Data transformation with dplyr -- Workflow: scripts -- Exploratory data analysis -- Workflow: projects -- Part II. Wrangle. Tibbles with tibble -- Data import with readr -- Tidy data with tidyr -- Relational data with dplyr -- Strings with stringr -- Factors with forcats -- Dates and times with lubridate -- Part III. Program. Pipes with magrittr -- Functions -- Vectors -- Iteration with purrr -- Part IV. Model. Model basics with modelr -- Model building -- Many models with purrr and broom -- Part V. Communicate. R Markdown -- Graphics for communication with ggplot2 -- R Markdown formats -- R Markdown workflow.

Summary:

"This book introduces you to R, RStudio, and the tidyverse, a collection of R packages designed to work together to make data science fast, fluent, and fun. Suitable for readers with no previous programming experience"--Page 4 of cover.

Subject(s):

ISBN:

9781491910399 (paperback)
1491910399 (paperback)

Bibliography Note:

Includes bibliographical references and index.

Source of Acquisition:

Purchased with funds from the Hrinya Family Libraries Endowment for the School of Information Sciences and Technology ; 2018

Action Note:

Self-Renewing 2018

Endowment Note:

Hrinya Family Libraries Endowment for the School of Information Sciences and Technology

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