The hardware and bandwidth for this mirror is donated by dogado GmbH, the Webhosting and Full Service-Cloud Provider. Check out our Wordpress Tutorial.
If you wish to report a bug, or if you are interested in having us mirror your free-software or open-source project, please feel free to contact us at mirror[@]dogado.de.
Profiles a data frame with minimal input: column type inference, missing-value analysis, distributional summary statistics (including skewness and kurtosis), normality tests, outlier detection, correlation and categorical-association analysis, date-column profiling, grouped comparisons and an overall data-quality score, alongside a set of 'ggplot2' visualisations. A single entry point, profile_data(), returns a structured S3 object holding metadata, statistics, diagnostics and plots, with print(), summary() and plot() methods, and report() renders the whole profile to a self-contained HTML file. Statistical methods include the Shapiro-Wilk normality test as implemented by Royston (1995) <doi:10.2307/2986146> and the Anderson-Darling test following Stephens (1974) <doi:10.1080/01621459.1974.10480196>, with power comparisons of these tests in Yap and Sim (2011) <doi:10.1080/00949655.2010.520163>, and the categorical association measure of Cramer (1946, ISBN:9780691080048).
| Version: | 0.2.1 |
| Depends: | R (≥ 4.1.0) |
| Imports: | ggplot2, stats, utils |
| Suggests: | testthat (≥ 3.0.0), knitr, rmarkdown, nortest, spelling |
| Published: | 2026-06-24 |
| DOI: | 10.32614/CRAN.package.dataProfilerR (may not be active yet) |
| Author: | Muhammad Farooqi [aut, cre] |
| Maintainer: | Muhammad Farooqi <mqfarooqi at gmail.com> |
| BugReports: | https://github.com/mqfarooqi1/dataProfilerR/issues |
| License: | MIT + file LICENSE |
| URL: | https://github.com/mqfarooqi1/dataProfilerR |
| NeedsCompilation: | no |
| Language: | en-GB |
| Materials: | README, NEWS |
| CRAN checks: | dataProfilerR results |
| Reference manual: | dataProfilerR.html , dataProfilerR.pdf |
| Vignettes: |
Profiling a dataset with dataProfilerR (source, R code) |
| Package source: | dataProfilerR_0.2.1.tar.gz |
| Windows binaries: | r-devel: not available, r-release: not available, r-oldrel: not available |
| macOS binaries: | r-release (arm64): dataProfilerR_0.2.1.tgz, r-oldrel (arm64): dataProfilerR_0.2.1.tgz, r-release (x86_64): dataProfilerR_0.2.1.tgz, r-oldrel (x86_64): dataProfilerR_0.2.1.tgz |
Please use the canonical form https://CRAN.R-project.org/package=dataProfilerR to link to this page.
These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
Health stats visible at Monitor.