Package: SynthTools 1.0.1

SynthTools: Tools and Tests for Experiments with Partially Synthetic Data Sets

A set of functions to support experimentation in the utility of partially synthetic data sets. All functions compare an observed data set to one or a set of partially synthetic data sets derived from the observed data to (1) check that data sets have identical attributes, (2) calculate overall and specific variable perturbation rates, (3) check for potential logical inconsistencies, and (4) calculate confidence intervals and standard errors of desired variables in multiple imputed data sets. Confidence interval and standard error formulas have options for either synthetic data sets or multiple imputed data sets. For more information on the formulas and methods used, see Reiter & Raghunathan (2007) <doi:10.1198/016214507000000932>.

Authors:Charlotte Looby [aut, cre]

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NEWS

# Install 'SynthTools' in R:
install.packages('SynthTools', repos = c('https://charlotteloobyrti.r-universe.dev', 'https://cloud.r-project.org'))
Datasets:
  • PPA - Characteristics of 1000 People in Pennsylvania.
  • PPAm5 - A list containing 5 partially synthetic data sets.
  • PPAps1 - Characteristics of 1000 People in Pennsylvania, partially synthetic (set 1).
  • PPAps2 - Characteristics of 1000 People in Pennsylvania, partially synthetic (set 2).
  • PPAps3 - Characteristics of 1000 People in Pennsylvania, partially synthetic (set 3).
  • PPAps4 - Characteristics of 1000 People in Pennsylvania, partially synthetic (set 4).
  • PPAps5 - Characteristics of 1000 People in Pennsylvania, partially synthetic (set 5).

On CRAN:

Conda:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

1.74 score 11 scripts 139 downloads 6 exports 18 dependencies

Last updated 5 years agofrom:af6edbf5db. Checks:1 OK, 8 NOTE. Indexed: yes.

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Doc / VignettesOKMar 30 2025
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R-4.5-macNOTEMar 30 2025
R-4.5-linuxNOTEMar 30 2025
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R-4.4-macNOTEMar 30 2025
R-4.4-linuxNOTEMar 30 2025
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R-4.3-macNOTEMar 30 2025

Exports:ContCIdataComplogicCheckoneCatCIpertRatestwoCatCI

Dependencies:clidplyrfansigenericsgluelifecyclemagrittrpillarpkgconfigR6rbibutilsRdpackrlangtibbletidyselectutf8vctrswithr