A dataset containing some variables about 1000 people in Pennsylvania. This is a subset of the 2017 ACS PUMS data with one indicator variable added.

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

PPA 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. — PPA

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>

PPA: Characteristics of 1000 People in Pennsylvania.

Description

Usage

Arguments

Format