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]

SynthTools_1.0.1.tar.gz
SynthTools_1.0.1.zip(r-4.7)SynthTools_1.0.1.zip(r-4.6)SynthTools_1.0.1.zip(r-4.5)
SynthTools_1.0.1.tgz(r-4.6-any)SynthTools_1.0.1.tgz(r-4.5-any)
SynthTools_1.0.1.tar.gz(r-4.7-any)SynthTools_1.0.1.tar.gz(r-4.6-any)
SynthTools_1.0.1.tgz(r-4.6-emscripten)
manual.pdf |manual.html
DESCRIPTION |NEWS
card.svg |card.png
SynthTools/json (API)

# 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 257 downloads 6 exports 17 dependencies

Last updated from:af6edbf5db. Checks:7 NOTE, 2 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-x86_64NOTE127
source / vignettesOK181
linux-release-x86_64NOTE125
macos-release-arm64NOTE138
macos-oldrel-arm64NOTE141
windows-develNOTE90
windows-releaseNOTE72
windows-oldrelNOTE63
wasm-releaseOK127

Exports:ContCIdataComplogicCheckoneCatCIpertRatestwoCatCI

Dependencies:clidplyrgenericsgluelifecyclemagrittrpillarpkgconfigR6rbibutilsRdpackrlangtibbletidyselectutf8vctrswithr