R Packages

Reference documentation and vignettes for ten actively maintained R packages covering regression diagnostics, customer segmentation, descriptive statistics and inference.

Ten packages, all on CRAN, all documented, all actively maintained. Each was written while teaching at Rsquared Academy and shared in the hope that others find them useful.

The goal is software which is user friendly, light weight, well tested and well documented. Major bugs get fixed quickly; feature requests are considered but not promised.

Regression and modelling

Flagship

olsrr

Tools for building linear regression models.

Diagnostics, variable selection and influence measures for a fitted lm.

What's inside
  • Comprehensive Regression Output
  • Variable Selection Procedures
  • Heteroskedasticity Tests
  • Collinearity Diagnostics
  • Model Fit Assessment
  • Measures of Influence
  • Residual Diagnostics

Flagship

blorr

Tools for building binary logistic regression models.

Model fit, validation and collinearity for a fitted glm with a binary outcome.

What's inside
  • Bivariate Analysis
  • Model Fit Statistics
  • Model Validation
  • Variable Selection
  • Residual Diagnostics
  • Collinearity Diagnostics
  • Visualization

Flagship

xplorerr

Tools for interactive data analysis.

Descriptive, inferential and visual analysis behind a Shiny interface. See https://apps.rsquaredacademy.com/.

What's inside
  • Descriptive Statistics
  • Inferential Statistics
  • Visualize Probability Distributions
  • Data Visualization
  • RFM Analysis
  • Linear Regression
  • Logistic Regression

Descriptive and inferential statistics

Flagship

descriptr

Tools for generating descriptive and summary statistics.

The fastest way to screen a data frame before you model it.

What's inside
  • Data Screening
  • Summary Statistics
  • Frequency Tables
  • Cross Tables
  • Data Visualization

Flagship

inferr

Tools for inferential statistics.

Hypothesis tests with plain R syntax — no formulas to memorise.

What's inside
  • Binomial Test
  • Test of Proportion
  • t Test
  • Chi Square Test
  • Levene’s Test
  • Test of Variance
  • McNemar Test
  • Cochran Q Test
  • Runs Test

Flagship

vistributions

Tools for visualizing probability distributions.

Plot the binomial, chi square, normal, F and t distributions. See https://apps.rsquaredacademy.com/.

What's inside
  • Binomial Distribution
  • Chi Square Distribution
  • Normal Distribution
  • f Distribution
  • t Distribution
  • Includes Shiny App

Data wrangling and segmentation

Flagship

rbin

Tools for binning data.

Turn continuous variables into factors, and generate dummy variables from them.

What's inside
  • Manual Binning
  • Quantile Binning
  • Winsorized Binning
  • Equal Length Binning
  • Equal Width Binning
  • Factor Binning
  • Generate Dummy Variables
  • Includes RStudio Addins

Flagship

rfm

Tools for RFM analysis.

Maintenance mode bug fixes only

Score and segment customers from transaction-level data. See https://apps.rsquaredacademy.com/.

What's inside
  • Generate RFM Scores
  • Handles Transaction / Customer Level Data
  • Visualization Tools
  • Segment Customers
  • Includes Shiny App

Utilities

Archived

Archived

nse2r

Fetched data from the National Stock Exchange of India.

Archived 2023-08-07 v0.1.6, under revival

No longer installable from CRAN. Source and issue tracker are on GitHub.