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Title:
R for data science : import, tidy, transform, visualize, and model data / Hadley Wickham and Garrett Grolemund.
Main Entry:
Wickham, Hadley, author.
Grolemund, Garrett, author.
Publisher:
O'Reilly,
Publication Date:
2016.
�2017
Publication Place:
Sebastopol, CA :
ISBN:
9781491910399 (softcover)
1491910364
Subject:
R (Computer program language)
Data mining -- Computer programs.
Information visualization -- Computer programs.
Big data.
Databases.
Big data.
Databases.
Electronic data processing.
R (Computer program language)
Statistics.
Edition:
First edition.
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.
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