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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>.

copied from cf-staging / r-synthpop
Type Size Name Uploaded Downloads Labels
conda 1.8 MB | noarch/r-synthpop-1.9_1-r43hc72bb7e_0.conda  11 days and 3 hours ago 44 main
conda 1.8 MB | noarch/r-synthpop-1.9_1-r44hc72bb7e_0.conda  11 days and 3 hours ago 43 main
conda 1.4 MB | noarch/r-synthpop-1.8_0-r44hc72bb7e_3.conda  7 months and 26 days ago 869 main
conda 1.4 MB | noarch/r-synthpop-1.8_0-r43hc72bb7e_3.conda  7 months and 26 days ago 853 main
conda 1.4 MB | noarch/r-synthpop-1.8_0-r42hc72bb7e_2.conda  1 year and 8 months ago 1227 main
conda 1.4 MB | noarch/r-synthpop-1.8_0-r43hc72bb7e_2.conda  1 year and 8 months ago 1244 main
conda 1.5 MB | noarch/r-synthpop-1.8_0-r41hc72bb7e_1.tar.bz2  2 years and 5 months ago 1424 main
conda 1.5 MB | noarch/r-synthpop-1.8_0-r42hc72bb7e_1.tar.bz2  2 years and 5 months ago 1475 main
conda 1.5 MB | noarch/r-synthpop-1.8_0-r40hc72bb7e_0.tar.bz2  2 years and 6 months ago 1582 main
conda 1.5 MB | noarch/r-synthpop-1.8_0-r41hc72bb7e_0.tar.bz2  2 years and 6 months ago 1578 main
conda 1.4 MB | noarch/r-synthpop-1.7_0-r40hc72bb7e_0.tar.bz2  3 years and 2 months ago 2014 main
conda 1.4 MB | noarch/r-synthpop-1.7_0-r41hc72bb7e_0.tar.bz2  3 years and 2 months ago 2024 main

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