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Computing With Data Using R (2018)
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Preparation
Plan
Scripts
Data
Exercises
Files (protected)
References
References
"A cartoon guide to statistics" by L Gonick and W Smith
"R for Data Science" by G Grolemund and H Wickham
"Advanced R" by H Wickham
dplyr (data wrangling)
Chapter from "R for Data Science" (above):
"Data transformation"
Part II from "R for Data Science" (above): First chapter in Part II:
"Chapter 9: Introduction"
ggplot2
"ggplot2 : Elegant Graphics for Data Analysis" by H Wickham (
available online via SpringerLink
)
ggplot2 online documentation
Vignette on aesthetic specifications
Chapter from "R for Data Science" (above):
"Data visualisation"
"An Introduction to Statistical Learning - with Applications in R" by G James, D Witten, T Hastie and R Tibshirani
"The Elements of Statistical Learning: Data Mining, Inference, and Prediction" by T Hastie, R Tibshirani and J Friedman
Cheat sheets
R Reference Card
Base R
RStudio IDE
R Markdown
R Markdown Reference
Advanced R
Data visualisation (ggplot2)
(also refer to
docs.ggplot2.org/current
)
Data wrangling (dplyr/tidyr)
Also refer to
https://www.rstudio.com/resources/cheatsheets/
where many of the above are listed.