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R for data science : import, tidy, transform, visualize, and model data / Hadley Wickham and Garrett Grolemund.
Author
Wickham, Hadley
[Browse]
Format
Book
Language
English
Εdition
First edition.
Published/Created
Sebastopol, CA : O'Reilly, 2016.
©2017
Description
xxiv, 492 pages : illustrations (some color) ; 23 cm
Availability
Copies in the Library
Location
Call Number
Status
Location Service
Notes
Lewis Library - Stacks
QA276.45.R3 W53 2016
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Stokes Library - Wallace Hall (SPR)
QA276.45.R3 W53 2016
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Details
Subject(s)
Data mining
—
Computer programs
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Information visualization
—
Computer programs
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R (Computer program language)
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Big data
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Databases
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Author
Grolemund, Garrett
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Library of Congress genre(s)
Databases
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Getty AAT genre
databases
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Summary note
"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.
Bibliographic references
Includes bibliographical references and index.
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.
Show 20 more Contents items
ISBN
1491910399 ((paperback))
9781491910399 ((paperback))
LCCN
2017300238
OCLC
968213225
Statement on language in description
Princeton University Library aims to describe library materials in a manner that is respectful to the individuals and communities who create, use, and are represented in the collections we manage.
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