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A tool for producing synthetic versions of microdata containing confidential information so that they are safe to be released to users for exploratory analysis. The key objective of generating synthetic data is to replace sensitive original values with synthetic ones causing minimal distortion of the statistical information contained in the data set. Variables, which can be categorical or continuous, are synthesised one-by-one using sequential modelling. Replacements are generated by drawing from conditional distributions fitted to the original data using parametric or classification and regression trees models. Data are synthesised via the function syn() which can be largely automated, if default settings are used, or with methods defined by the user. Optional parameters can be used to influence the disclosure risk and the analytical quality of the synthesised data. For a description of the implemented method see Nowok, Raab and Dibben (2016) <doi:10.18637/jss.v074.i11>.
| Version: | 1.8-0 |
| Imports: | lattice, MASS, methods, nnet, ggplot2, graphics, stats, utils, rpart, party, foreign, plyr, proto, polspline, randomForest, ranger, classInt, mipfp, survival, stringr, rmutil, broman |
| Published: | 2022-08-31 |
| DOI: | 10.32614/CRAN.package.synthpop |
| Author: | Beata Nowok [aut, cre], Gillian M Raab [aut], Chris Dibben [ctb], Joshua Snoke [ctb], Caspar van Lissa [ctb] |
| Maintainer: | Beata Nowok <beata.nowok at gmail.com> |
| License: | GPL-2 | GPL-3 |
| URL: | https://www.synthpop.org.uk/ |
| NeedsCompilation: | no |
| Citation: | synthpop citation info |
| Materials: | NEWS |
| In views: | OfficialStatistics |
| CRAN checks: | synthpop results |
| Reference manual: | synthpop.pdf |
| Vignettes: |
Inference in synthpop Using synthpop Utility |
| Package source: | synthpop_1.8-0.tar.gz |
| Windows binaries: | r-devel: synthpop_1.8-0.zip, r-release: synthpop_1.8-0.zip, r-oldrel: synthpop_1.8-0.zip |
| macOS binaries: | r-release (arm64): synthpop_1.8-0.tgz, r-oldrel (arm64): synthpop_1.8-0.tgz, r-release (x86_64): synthpop_1.8-0.tgz, r-oldrel (x86_64): synthpop_1.8-0.tgz |
| Old sources: | synthpop archive |
| Reverse suggests: | miceadds, NHSRdatasets, SynthTools |
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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.