/learnSTATS

Learn Introduction to Statistics

Primary LanguageR

learnSTATS

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

Installation

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.

Course Schedule

  1. Introduction to R:
  • Lecture: vignette("Introduction-to-R", "learnSTATS")
  • Tutorial: learnr::run_tutorial("introR", "learnSTATS")
  1. Introduction to Data Analytics
  • Lecture: vignette("Introduction-Data-Analytics", "learnSTATS")
  1. Basic Statistics
  • Lecture: vignette("Basic-Stats-Concepts", "learnSTATS")
  • Tutorial: learnr::run_tutorial("basics", "learnSTATS")
  1. More Statistics
  • Lecture: vignette("More-Stats-Concepts", "learnSTATS")
  • Tutorial: learnr::run_tutorial("moreStats", "learnSTATS")
  1. Data Visualization
  • Lecture: vignette("Data-Visualization", "learnSTATS")
  • Tutorial: learnr::run_tutorial("datavis", "learnSTATS")
  1. Data Screening Part 1
  • Lecture: vignette("Data-Screen-1", "learnSTATS")
  • Tutorial: learnr::run_tutorial("datascreen", "learnSTATS")
  1. Data Screening Part 2
  • Lecture: vignette("Data-Screen-2", "learnSTATS")
  • Tutorial: learnr::run_tutorial("datascreen2", "learnSTATS")
  1. Correlation
  • Lecture: vignette("Correlation", "learnSTATS")
  • Tutorial: learnr::run_tutorial("correlation", "learnSTATS")
  1. Regression
  • Lecture: vignette("Linear-Regression", "learnSTATS")
  • Tutorial: learnr::run_tutorial("regression", "learnSTATS")
  1. Mediation and Moderation
  • Lecture: vignette("Mediation-Moderation", "learnSTATS")
  • Tutorial: learnr::run_tutorial("medmod", "learnSTATS")
  1. t-Tests
  • Lecture: vignette("Comparing-Means", "learnSTATS")
  • Tutorial: learnr::run_tutorial("ttests", "learnSTATS")
  1. 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.