Regression and Other Stories by Andrew Gelman, Jennifer Hill, and Aki Vehtari (2020)
Regression and Other Stories book home page
This git repository has data and code for the examples and exercises in the book. If you find any errors in code please make an issue or email Aki.Vehtari@aalto.fi.
For an easier use of data, there is an R package called rosdata. You can install it with a command
remotes::install_github("avehtari/ROS-Examples",subdir = "rpackage")
Then you can access data, for example, as
library(rosdata)
data(wells)
head(wells)
You can get the list of data sets with
?rosdata
For easier viewing the index and the notebooks in html are available at avehtari.github.io/ROS-Examples.
As there are many examples, to avoid need to switch the working directory the notebooks use rprojroot package to set the project root directory and then accessing the data files in relation to that. This means that the downloaded git repository directory can be placed anywhere you like and you can rename the ROS-Examples directory as you like. When running the code, it is sufficient that the working directory is any directory in the ROS-Examples (or renamed). Running
library("rprojroot")
root<-has_file(".ROS-Examples-root")$make_fix_file()
will find the file .ROS-Examples-root which is in the ROS-Examples directory, and will set the full path according to that. Then, for example,
wells <- read.csv(root("Arsenic/data","wells.csv"))
finds the wells.csv file, no matter where you have placed or renamed the ROS-Examples directory. When you switch to another example, there is no need to switch the working directory.