Advanced Tools and Techniques Beyond Base R [Video]
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-
Free ChapterTidying Data and Analyzing Tidy Data
- The Course Overview
- Understanding Tidy Data
- Installing R Packages
- Reading Data from Files with readr and readxl
- idying Data with tidyr
- Writing Code Pipelines with magrittr
- Manipulating Strings with stringr
- Manipulating Factors with forcats
- Manipulating Dates and Times with Lubridate
- Analyzing Data with dplyr and the split-apply-combine Strategy
-
Using ggplot2 to Draw Statistical Graphics
- Understanding the Grammar of Graphics and ggplot2
- Drawing Basic Plots and Scaling Plot Elements
- Transforming Plot Data with Stats
- Faceting Plots and Controlling Plot Themes and Labels
- Writing Plots to File
- Drawing Advanced Plots with ggplot2 Extensions
- Creating Animated Plots with gganimate and tweenr - I
- Creating Animated Plots with gganimate and tweenr - II
-
Writing Functional R
About this
video
Advanced Tools and Techniques Beyond Base R introduces a number of recently developed R packages and paradigms, in particular the concept of tidy data and the Tidyverse collection of packages, which are rapidly becoming indispensable to R data analysts. You will learn how to efficiently process and analyze data in ways not possible with base R and produce high-quality statistical graphics. The course will finish with a taste of how functional programming and meta-programming with R can simplify and speed up your data analysis code.
- Publication date:
- October 2017
- Publisher
- Packt
- Duration
- 2 hours 14 minutes
- ISBN
- 9781788477871