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

By: Contributor(s): Material type: TextTextPublication details: Beijing : O'Reilly, 2018, ©2017.Edition: First editionDescription: xxv, 492 p. : ills. ; 23 cmISBN:
  • 9781491910399 (softcover)
  • 1491910364
Subject(s): DDC classification:
  • 519.2 21 WIR
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"--
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Item type Current library Call number Copy number Status Date due Barcode
Books Books Seminar Library, Deprment of Forestry & Environmental Science General Stacks 519.2 WIR (Browse shelf(Opens below)) 1 Available 0071343
Books Books Central Library, SUST General Stacks 519.2 WIR (Browse shelf(Opens below)) 2 Available 0072878
Books Books Central Library, SUST General Stacks 519.2 WIR (Browse shelf(Opens below)) 3 Available 0072879
Books Books Central Library, SUST General Stacks 519.2 WIR (Browse shelf(Opens below)) 4 Available 0074296
Books Books Central Library, SUST General Stacks 519.2 WIR (Browse shelf(Opens below)) 5 Available 0078760
Books Books Central Library, SUST General Stacks 519.2 WIR (Browse shelf(Opens below)) 6 Available 0078761
Books Books Central Library, SUST General Stacks 519.2 WIR (Browse shelf(Opens below)) 7 Available 0078762
Books Books Central Library, SUST General Stacks 519.2 WIR (Browse shelf(Opens below)) 8 Available 0078763
Books Books Central Library, SUST General Stacks 519.2 WIR (Browse shelf(Opens below)) 9 Available 0078764

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.

"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"--

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