PPAps5

This is a version of the PPA data set that is partially synthetic. Some of the values of "sex", "marriage", and "age17plus" were imputed.

datasets

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>.

Charlotte Looby

SynthTools

Tools and Tests for Experiments with Partially Synthetic Data
Sets

PPAps5 function

A data frame with 1000 rows and 7 variables:<dl class="dl-horizontal">
 <dt>age</dt><dd>age of respondent, in years, ("AGEP")</dd>
 <dt>sex</dt><dd>sex of respondent, ("SEX")</dd>
 <dt>race</dt><dd>recoded detailed race code, ("RAC1P")</dd>
 <dt>marriage</dt><dd>married/spouse present/spouse absent, ("MSP")</dd>
 <dt>emp</dt><dd>employment status recode, ("ESR")</dd>
 <dt>vet</dt><dd>veteran period of service, ("VPS")</dd>
 <dt>age17plus</dt><dd>age &gt;= 17 indicator</dd>
</dl>

Format

Characteristics of 1000 People in Pennsylvania, partially synthetic (set 5). — PPAps5

A data frame with 1000 rows and 7 variables:<dl class='dl-horizontal'>
 <dt>age</dt><dd>age of respondent, in years, ("AGEP")</dd>
 <dt>sex</dt><dd>sex of respondent, ("SEX")</dd>
 <dt>race</dt><dd>recoded detailed race code, ("RAC1P")</dd>
 <dt>marriage</dt><dd>married/spouse present/spouse absent, ("MSP")</dd>
 <dt>emp</dt><dd>employment status recode, ("ESR")</dd>
 <dt>vet</dt><dd>veteran period of service, ("VPS")</dd>
 <dt>age17plus</dt><dd>age &gt;= 17 indicator</dd>
</dl>

PPAps5: Characteristics of 1000 People in Pennsylvania, partially synthetic (set 5).

Description

Usage

Arguments

Format