learnSTATS
is a tutorial package for a graduate introduction to statistics course written by Erin M. Buchanan at https://statisticsofdoom.com/. The course is situated in an Analytics program and covers an introduction to statistical concepts in R.
Current Version: 0.1.0
You can install learnSTATS
by using the following code:
#install.packages("devtools") #uncomment if you need devtools
library(devtools)
install_github("doomlab/learnSTATS")
Be sure to restart your R session, as this helps you get the Tutorial Window from the learnr
package. If you see a message no tutorial found in learnSTATS, try restarting RStudio.
Introduction to R:
Lecture: vignette("Introduction-to-R", "learnSTATS")
Tutorial: learnr::run_tutorial("introR", "learnSTATS")
Introduction to Data Analytics
Lecture: vignette("Introduction-Data-Analytics", "learnSTATS")
Basic Statistics
Lecture: vignette("Basic-Stats-Concepts", "learnSTATS")
Tutorial: learnr::run_tutorial("basics", "learnSTATS")
More Statistics
Lecture: vignette("More-Stats-Concepts", "learnSTATS")
Tutorial: learnr::run_tutorial("moreStats", "learnSTATS")
Data Visualization
Lecture: vignette("Data-Visualization", "learnSTATS")
Tutorial: learnr::run_tutorial("datavis", "learnSTATS")
Data Screening Part 1
Lecture: vignette("Data-Screen-1", "learnSTATS")
Tutorial: learnr::run_tutorial("datascreen", "learnSTATS")
Data Screening Part 2
Lecture: vignette("Data-Screen-2", "learnSTATS")
Tutorial: learnr::run_tutorial("datascreen2", "learnSTATS")
Correlation
Lecture: vignette("Correlation", "learnSTATS")
Tutorial: learnr::run_tutorial("correlation", "learnSTATS")
Regression
Lecture: vignette("Linear-Regression", "learnSTATS")
Tutorial: learnr::run_tutorial("regression", "learnSTATS")
Mediation and Moderation
Lecture: vignette("Mediation-Moderation", "learnSTATS")
Tutorial: learnr::run_tutorial("medmod", "learnSTATS")
t-Tests
Lecture: vignette("Comparing-Means", "learnSTATS")
Tutorial: learnr::run_tutorial("ttests", "learnSTATS")
ANOVA
Lecture: vignette("ANOVA", "learnSTATS")
learnr::run_tutorial("anova", "learnSTATS")
Lecture videos are embedded directly into the tutorials and the notes are provided as vignette.
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