R Commander is a graphical interface for performing statistical analysis with R. It is particularly suited to teaching statistics and to users who prefer menus and dialogs over entering commands directly.
The main application window contains menus for statistical procedures and data management, together with script and output areas. Users select variables, configure an analysis and examine the resulting output without needing to memorise the corresponding R commands.
Unlike statistical applications that completely hide their underlying programming environment, R Commander provides access to the R commands used by its graphical operations. This allows users to examine, modify and reuse their analyses, making it a useful introduction to statistical programming.
The interface can be extended through additional R Commander plugins.
This is free and open source software.
Key Features
- Menu-driven interface for common statistical procedures and data management operations.
- Import and manage datasets from a range of statistical and spreadsheet formats.
- Edit data frames, variables and factor levels through graphical dialogs.
- Recode variables, compute new variables and select subsets of observations.
- Descriptive statistics, frequency distributions and contingency tables.
- Hypothesis testing, including tests of means, proportions and variances.
- Non-parametric tests and analysis of variance.
- Linear regression, generalised linear models and other supported model types.
- Model comparison, diagnostics and selection procedures.
- Graphical procedures for histograms, box plots, scatterplots and other statistical charts.
- Tools for examining probability distributions and calculating associated probabilities.
- Script editor for reviewing and modifying generated R commands.
- Text output window for examining statistical results and command output.
- Customisable menus and extensibility through plugin packages.
- Translations for numerous languages.
- Cross-platform support – runs on Linux, macOS, and Windows.
Website: github.com/RCmdr-Project/rcmdr
Support:
Developer: John Fox, Milan Bouchet-Valat, Manuel Munoz-Marquez and contributors
License: GNU General Public License v2.0

R Commander is written in R. Learn R with our recommended free books and free tutorials.
Related Software
| Graphical User Interfaces for R | |
|---|---|
| RStudio | Professional software for R with a code editor, debugging & visualization tools |
| StatET for R | Eclipse based IDE (integrated development environment) for R |
| Rattle | R Analytic Tool To Learn Easily: Data Mining using R |
| jamovi | Provides R syntax for each analysis that is run |
| RKWard | Easy to use and easily extensible IDE/GUI |
| R Commander | A Basic-Statistics GUI for R |
| JGR | Universal and unified graphical user interface for R |
| Deducer | Intuitive, cross-platform graphical data analysis system |
Read our verdict in the software roundup.
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