Computational Statistics
1
2
Introduction
2.1
Getting started
2.2
Reproducibility
2.2.1
The reproducible data analysis process
2.3
reprex
3
Data Wrangling
3.1
Structure of Data
3.1.1
Building Tidy Data
3.1.2
Examples of Chaining
3.1.3
Data Verbs (on single data frames)
3.2
R examples, basic verbs
3.2.1
Datasets
3.2.2
Examples of Chaining
3.2.3
Data Verbs
3.2.4
summarize
and
group_by
3.2.5
babynames
3.3
Higher Level Data Verbs
3.4
R examples, higher level verbs
3.4.1
pivot_longer
3.4.2
pivot_wider
3.4.3
join
(use
join
to
merge
two datasets)
3.4.4
lubridate
4
Visualization
4.1
Deconstructing a graph
4.1.1
The Grammar of Graphics (
gg
)
4.1.2
ggplot2
References
Published with bookdown
Getting Started with R & RStudio
Getting Started with R & RStudio
Jo Hardin
2020-01-16
Chapter 1