TY - GEN AU - Wickham, Hadley AU - Grolemund, Garrett TI - R for data science: import, tidy, transform, visualize, and model data SN - 9781491910399 U1 - 006.312 PY - 2018/// CY - Kolkata PB - Shroff Publishers KW - R (Computer program language) KW - Big data KW - Databases KW - Electronic data processing KW - Statistics--Data processing KW - Computer science KW - Data mining KW - Information visualization N1 - 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 ER -