R for data science : import, tidy, transform, visualize, and model data / Hadley Wickham and Garrett Grolemund.
| Author/creator | Wickham, Hadley author. |
| Other author | Grolemund, Garrett, author. |
| Format | Book |
| Edition | First edition. |
| Publication | Sebastopol, CA : O'Reilly Media, 2016. |
| Copyright Date | ©2017 |
| Description | xxv, 492 pages : illustrations (some color) ; 23 cm |
| Subjects |
| 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. |
| Abstract | "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. |
| Bibliography note | Includes bibliographical references and index. |
| ISBN | 9781491910399 |
| ISBN | 1491910399 (paperback) |
| ISBN | 9781491910368 |
| ISBN | 1491910364 |