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") - Tutorial:
learnr::run_tutorial("anova", "learnSTATS")
Lecture videos are embedded directly into the tutorials and the notes are provided as vignette.