with.imputationList.RdPerforms a computation of each of imputed datasets in data
# S3 method for class 'imputationList'
with(data, expr, fun, ...)Either a list or an imputationResultList object
If expr is supplied, evaluate it in each dataset in data;
if fun is supplied, it is evaluated on each dataset. If all the
results inherit from "imputationResult" the return value is an
imputationResultList object, otherwise it is an ordinary list.
data(smi)
models<-with(smi, glm(drinkreg~wave*sex,family=binomial()))
tables<-with(smi, table(drkfre,sex))
with(smi, fun=summary)
#> [[1]]
#> id wave mmetro parsmk
#> Min. :920001 Min. :1.0 Min. :0.0000 Min. :0.0000
#> 1st Qu.:920138 1st Qu.:2.0 1st Qu.:1.0000 1st Qu.:0.0000
#> Median :920283 Median :3.5 Median :1.0000 Median :1.0000
#> Mean :920312 Mean :3.5 Mean :0.9026 Mean :0.7487
#> 3rd Qu.:920436 3rd Qu.:5.0 3rd Qu.:1.0000 3rd Qu.:1.0000
#> Max. :920793 Max. :6.0 Max. :1.0000 Max. :1.0000
#> drkfre alcdos alcdhi
#> Non drinker :489 Non drinker :488 Min. :0.0000
#> not in last wk :395 not in last wk :382 1st Qu.:0.0000
#> <3 days last wk :239 av <5units/drink_day :139 Median :0.0000
#> >=3 days last wk: 47 av =>5units/drink_day:161 Mean :0.1667
#> 3rd Qu.:0.0000
#> Max. :1.0000
#> smk cistot mdrkfre sex
#> non/ex-smoker:839 Min. : 0.000 Min. :0.0000 Min. :0.0000
#> <6 days :201 1st Qu.: 1.000 1st Qu.:0.0000 1st Qu.:0.0000
#> 6/7 days :130 Median : 4.000 Median :0.0000 Median :0.0000
#> Mean : 6.819 Mean :0.1393 Mean :0.4872
#> 3rd Qu.:10.000 3rd Qu.:0.0000 3rd Qu.:1.0000
#> Max. :56.000 Max. :1.0000 Max. :1.0000
#> drinkreg
#> Mode :logical
#> FALSE:884
#> TRUE :286
#>
#>
#>
#>
#> [[2]]
#> id wave mmetro parsmk
#> Min. :920001 Min. :1.0 Min. :0.0000 Min. :0.0000
#> 1st Qu.:920138 1st Qu.:2.0 1st Qu.:1.0000 1st Qu.:0.0000
#> Median :920283 Median :3.5 Median :1.0000 Median :1.0000
#> Mean :920312 Mean :3.5 Mean :0.9026 Mean :0.7487
#> 3rd Qu.:920436 3rd Qu.:5.0 3rd Qu.:1.0000 3rd Qu.:1.0000
#> Max. :920793 Max. :6.0 Max. :1.0000 Max. :1.0000
#> drkfre alcdos alcdhi
#> Non drinker :482 Non drinker :483 Min. :0.0000
#> not in last wk :395 not in last wk :382 1st Qu.:0.0000
#> <3 days last wk :241 av <5units/drink_day :136 Median :0.0000
#> >=3 days last wk: 52 av =>5units/drink_day:169 Mean :0.1658
#> 3rd Qu.:0.0000
#> Max. :1.0000
#> smk cistot mdrkfre sex
#> non/ex-smoker:851 Min. : 0.000 Min. :0.0000 Min. :0.0000
#> <6 days :197 1st Qu.: 1.000 1st Qu.:0.0000 1st Qu.:0.0000
#> 6/7 days :122 Median : 4.000 Median :0.0000 Median :0.0000
#> Mean : 6.613 Mean :0.1393 Mean :0.4872
#> 3rd Qu.:10.000 3rd Qu.:0.0000 3rd Qu.:1.0000
#> Max. :56.000 Max. :1.0000 Max. :1.0000
#> drinkreg
#> Mode :logical
#> FALSE:877
#> TRUE :293
#>
#>
#>
#>
#> [[3]]
#> id wave mmetro parsmk
#> Min. :920001 Min. :1.0 Min. :0.0000 Min. :0.0000
#> 1st Qu.:920138 1st Qu.:2.0 1st Qu.:1.0000 1st Qu.:0.0000
#> Median :920283 Median :3.5 Median :1.0000 Median :1.0000
#> Mean :920312 Mean :3.5 Mean :0.9026 Mean :0.7487
#> 3rd Qu.:920436 3rd Qu.:5.0 3rd Qu.:1.0000 3rd Qu.:1.0000
#> Max. :920793 Max. :6.0 Max. :1.0000 Max. :1.0000
#> drkfre alcdos alcdhi
#> Non drinker :487 Non drinker :486 Min. :0.0000
#> not in last wk :396 not in last wk :382 1st Qu.:0.0000
#> <3 days last wk :240 av <5units/drink_day :138 Median :0.0000
#> >=3 days last wk: 47 av =>5units/drink_day:164 Mean :0.1667
#> 3rd Qu.:0.0000
#> Max. :1.0000
#> smk cistot mdrkfre sex
#> non/ex-smoker:833 Min. : 0.000 Min. :0.0000 Min. :0.0000
#> <6 days :204 1st Qu.: 1.000 1st Qu.:0.0000 1st Qu.:0.0000
#> 6/7 days :133 Median : 4.000 Median :0.0000 Median :0.0000
#> Mean : 6.601 Mean :0.1393 Mean :0.4872
#> 3rd Qu.:10.000 3rd Qu.:0.0000 3rd Qu.:1.0000
#> Max. :56.000 Max. :1.0000 Max. :1.0000
#> drinkreg
#> Mode :logical
#> FALSE:883
#> TRUE :287
#>
#>
#>
#>
#> [[4]]
#> id wave mmetro parsmk
#> Min. :920001 Min. :1.0 Min. :0.0000 Min. :0.0000
#> 1st Qu.:920138 1st Qu.:2.0 1st Qu.:1.0000 1st Qu.:0.0000
#> Median :920283 Median :3.5 Median :1.0000 Median :1.0000
#> Mean :920312 Mean :3.5 Mean :0.9026 Mean :0.7487
#> 3rd Qu.:920436 3rd Qu.:5.0 3rd Qu.:1.0000 3rd Qu.:1.0000
#> Max. :920793 Max. :6.0 Max. :1.0000 Max. :1.0000
#> drkfre alcdos alcdhi
#> Non drinker :487 Non drinker :486 Min. :0.000
#> not in last wk :394 not in last wk :382 1st Qu.:0.000
#> <3 days last wk :242 av <5units/drink_day :142 Median :0.000
#> >=3 days last wk: 47 av =>5units/drink_day:160 Mean :0.165
#> 3rd Qu.:0.000
#> Max. :1.000
#> smk cistot mdrkfre sex
#> non/ex-smoker:843 Min. : 0.000 Min. :0.0000 Min. :0.0000
#> <6 days :200 1st Qu.: 1.000 1st Qu.:0.0000 1st Qu.:0.0000
#> 6/7 days :127 Median : 4.000 Median :0.0000 Median :0.0000
#> Mean : 6.779 Mean :0.1393 Mean :0.4872
#> 3rd Qu.:10.000 3rd Qu.:0.0000 3rd Qu.:1.0000
#> Max. :56.000 Max. :1.0000 Max. :1.0000
#> drinkreg
#> Mode :logical
#> FALSE:881
#> TRUE :289
#>
#>
#>
#>
#> [[5]]
#> id wave mmetro parsmk
#> Min. :920001 Min. :1.0 Min. :0.0000 Min. :0.0000
#> 1st Qu.:920138 1st Qu.:2.0 1st Qu.:1.0000 1st Qu.:0.0000
#> Median :920283 Median :3.5 Median :1.0000 Median :1.0000
#> Mean :920312 Mean :3.5 Mean :0.9026 Mean :0.7487
#> 3rd Qu.:920436 3rd Qu.:5.0 3rd Qu.:1.0000 3rd Qu.:1.0000
#> Max. :920793 Max. :6.0 Max. :1.0000 Max. :1.0000
#> drkfre alcdos alcdhi
#> Non drinker :494 Non drinker :493 Min. :0.0000
#> not in last wk :383 not in last wk :376 1st Qu.:0.0000
#> <3 days last wk :245 av <5units/drink_day :135 Median :0.0000
#> >=3 days last wk: 48 av =>5units/drink_day:166 Mean :0.1598
#> 3rd Qu.:0.0000
#> Max. :1.0000
#> smk cistot mdrkfre sex
#> non/ex-smoker:843 Min. : 0.000 Min. :0.0000 Min. :0.0000
#> <6 days :197 1st Qu.: 1.000 1st Qu.:0.0000 1st Qu.:0.0000
#> 6/7 days :130 Median : 4.000 Median :0.0000 Median :0.0000
#> Mean : 6.662 Mean :0.1393 Mean :0.4872
#> 3rd Qu.:10.000 3rd Qu.:0.0000 3rd Qu.:1.0000
#> Max. :45.000 Max. :1.0000 Max. :1.0000
#> drinkreg
#> Mode :logical
#> FALSE:877
#> TRUE :293
#>
#>
#>
#>
#> attr(,"call")
#> with(smi, fun = summary)