R for Data Science: Import, Tidy, Transform, Visualize, and Model Data

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. 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. Hadley Wickham And Garrett Grolemund. Includes Bibliographical References And Index.