R Under development (unstable) (2024-03-08 r86070 ucrt) -- "Unsuffered Consequences" Copyright (C) 2024 The R Foundation for Statistical Computing Platform: x86_64-w64-mingw32/x64 R is free software and comes with ABSOLUTELY NO WARRANTY. You are welcome to redistribute it under certain conditions. Type 'license()' or 'licence()' for distribution details. R is a collaborative project with many contributors. Type 'contributors()' for more information and 'citation()' on how to cite R or R packages in publications. Type 'demo()' for some demos, 'help()' for on-line help, or 'help.start()' for an HTML browser interface to help. Type 'q()' to quit R. > ## simulated data with three-stage sample at phase 1, SRS at phase 2 > ## motivated by dietary biomarker substudy in HCHS > > library(survey) Loading required package: grid Loading required package: Matrix Loading required package: survival Attaching package: 'survey' The following object is masked from 'package:graphics': dotchart > > load("simdata1.RData") > > twophase.full = twophase(id=list(~block+house+ind,~1), + strata=list(~strat,NULL), + probs=list(~P.block+P.house+P.ind,NULL), + subset=~phase2, + data=simdata1,method='full') > > twophase.approx = twophase(id=list(~block+house+ind,~1), + strata=list(~strat,NULL), + probs=list(~P.block+P.house+P.ind,NULL), + subset=~phase2, + data=simdata1,method='approx') > > twophase.rep = twophase(id=list(~block,~1), + strata=list(~strat,NULL), + probs=list(~I(P.block*P.house*P.ind),NULL), + subset=~phase2, + data=simdata1,method='full') > > > twophase.repapprox = twophase(id=list(~block,~1), + strata=list(~strat,NULL), + probs=list(~I(P.block*P.house*P.ind),NULL), + subset=~phase2, + data=simdata1,method='approx') > > > svymean(~age, twophase.full) mean SE age 41.116 0.8114 > svymean(~age, twophase.approx) mean SE age 41.116 0.6693 > svymean(~age, twophase.rep) mean SE age 41.116 0.784 > svymean(~age, twophase.repapprox) mean SE age 41.116 0.6592 > > proc.time() user system elapsed 1.67 0.17 1.82