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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: TextTextLanguage: English Publication details: Mumbai : Sebastopol, CA : O'Reilly, c2017.Description: xxv, 492 p. : ill. (some color) ; 23 cmISBN:
  • 9789352134977
  • 9781491910399
  • 1491910364
Subject(s): LOC classification:
  • QA276.45 .R3W53 2017
Online resources:
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 Collection Shelving location Call number Copy number Status Date due Barcode
eBook (Electronic Book) North South University Library Non-fiction Online QA276.45.R3W53 2017 (Browse shelf(Opens below)) 1 1 500010430
Books Books North South University Library Non-fiction General Stacks QA276.45.R3W53 2017 (Browse shelf(Opens below)) 1 Available 48216
Books Books North South University Library Non-fiction General Stacks QA276.45.R3W53 2017 (Browse shelf(Opens below)) 2 Available 48217
Books Books North South University Library Non-fiction General Stacks QA276.45.R3W53 2017 (Browse shelf(Opens below)) 3 Available 48218

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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