R Packages

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

R Packages

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.

Full descriptions and vignettes: pkgs.rsquaredacademy.com.

Regression and modelling

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olsrr

Tools for building linear regression models

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

CRAN   GitHub   Docs

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blorr

Tools for building binary logistic regression models

  • Bivariate Analysis
  • Model Fit Statistics
  • Model Validation
  • Variable Selection
  • Residual Diagnostics
  • Collinearity Diagnostics
  • Visualization

CRAN   GitHub   Docs

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xplorerr

Tools for interactive data analysis

  • Descriptive Statistics
  • Inferential Statistics
  • Visualize Probability Distributions
  • Data Visualization
  • RFM Analysis
  • Linear Regression
  • Logistic Regression

CRAN   GitHub   Docs

Descriptive and inferential statistics

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descriptr

Tools for generating descriptive / summary statistics

  • Data Screening
  • Summary Statistics
  • Frequency Tables
  • Cross Tables
  • Data Visualization

CRAN   GitHub   Docs

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inferr

Tools for inferential statistics

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

CRAN   GitHub   Docs

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vistributions

Tools for visualizing probability distributions

  • Binomial Distribution
  • Chi Square Distribution
  • Normal Distribution
  • f Distribution
  • t Distribution
  • Includes Shiny App

CRAN   GitHub   Docs

Data wrangling

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rbin

Tools for binning data

  • Manual Binning
  • Quantile Binning
  • Winsorized Binning
  • Equal Length Binning
  • Equal Width Binning
  • Factor Binning
  • Generate Dummy Variables
  • Includes RStudio Addins

CRAN   GitHub

Utilities

Package What it does Links
yahoofinancer Fetch stock and index data from Yahoo! Finance GitHub
standby Save, load and manage R processes and sessions GitHub

Archived

nse2r — archived, under revival

nse2r fetched live data from the National Stock Exchange of India. It was archived on CRAN on 2023-08-07 at the maintainer’s request and is currently being revived, so it is no longer installable from CRAN.

Source and issue tracker: github.com/rsquaredacademy/nse2r.