TY - BOOK AU - Wickham, Hadley AU - Grolemund, Garrett TI - R for data science: : import, tidy, transform, visualize, and model data. SN - 9781491910399 (softcover) U1 - 006.312 23° PY - 2016///, PY - 2017///. CY - Sebastopol, CA: PB - O'Reilly Media, KW - R (Computer program language) KW - Data mining KW - Computer programs KW - Information visualization KW - Big data KW - Databases KW - fast KW - Electronic data processing KW - Statistics N1 - Includes bibliographical references and index; 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 N2 - "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"-- ER -