Exercise 2_1_1: Selecting & renaming variables

As in the presentation, we will use data from the German General Social Survey - Allbus 2021 for this exercise. You should (have) download(ed) the dataset in .sav format and saved it in a folder caller data within the folder containing the materials for this workshop. Also remember that it is helpful to consult the codebook for the data set. That being sad, let’s get wrangling…

…but before we can do that, we need to load the tidyverse and haven package(s) and import the data.

library (tidyverse)
library (haven)
library(sjlabelled)

allbus_2021 <- read_sav("./data/allbus_2021ZA5280_v1-0-0.sav") %>% 
  remove_all_labels() %>% 
  as_tibble()

1

Before we apply any changes to our data, let’s first pipe them into a function to catch a glimpse (hint hint).

Clues

The clue for this task is already “hidden” in the text of the task ;-)

solution

allbus_2021 %>% 
  glimpse()

## Rows: 5,342
## Columns: 542
## $ za_nr    <dbl> 5280, 5280, 5280, 5280, 5280, 5280, 5280, 5280, 5280, 5280, 5280, 5280, 5280, 5280, 5280,~
## $ doi      <chr> "doi:10.4232/1.13954", "doi:10.4232/1.13954", "doi:10.4232/1.13954", "doi:10.4232/1.13954~
## $ version  <chr> "1.0.0 (2022-07-13)", "1.0.0 (2022-07-13)", "1.0.0 (2022-07-13)", "1.0.0 (2022-07-13)", "~
## $ respid   <dbl> 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25~
## $ substudy <dbl> 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 1, 1, 2, 1, 2, 1,~
## $ mode     <dbl> 4, 4, 4, 4, 4, 3, 3, 4, 3, 4, 3, 4, 4, 4, 4, 4, 4, 4, 4, 3, 3, 3, 4, 3, 4, 4, 3, 4, 3, 4,~
## $ splt21   <dbl> 2, 1, 1, 2, 2, 2, 3, 2, 3, 2, 2, 1, 2, 2, 2, 3, 1, 3, 3, 3, 1, 2, 1, 3, 1, 2, 1, 2, 3, 2,~
## $ eastwest <dbl> 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 2, 1, 2, 2,~
## $ german   <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 1, 1, 3, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1,~
## $ ep01     <dbl> 3, 3, 3, 2, 3, 2, NA, 3, NA, 3, 2, 2, 3, 2, 3, NA, 2, NA, NA, NA, 3, 2, 3, NA, 4, NA, 3, ~
## $ ep03     <dbl> 3, 1, 1, 1, 3, 1, NA, 2, NA, 2, 4, 2, 3, 3, 3, NA, 3, NA, NA, NA, 2, 1, 3, NA, 3, NA, 2, ~
## $ ep04     <dbl> 3, 3, 2, 1, 3, 2, NA, 4, NA, 3, 3, 3, 3, 2, 3, NA, 3, NA, NA, NA, 4, 2, 4, NA, 4, NA, 2, ~
## $ ep06     <dbl> 4, 3, 3, 1, NA, 3, NA, 4, NA, 3, 3, 3, 3, 1, 2, NA, 3, NA, NA, NA, 3, 3, 3, NA, 4, NA, 3,~
## $ lm01     <dbl> 2.0, 5.0, 6.0, 7.0, 7.0, 5.0, 3.0, 7.0, 7.0, 7.0, 3.0, 7.0, 6.0, NA, 2.0, 0.5, 7.0, 6.0, ~
## $ lm02     <dbl> 210, 90, 135, 60, 180, 45, 30, NA, 180, 180, 120, 450, NA, 10, 120, NA, 240, 210, 90, 90,~
## $ lm19     <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2,~
## $ lm20     <dbl> 2.0, 5.0, 5.0, 7.0, 7.0, 3.0, 3.0, 7.0, 7.0, 7.0, 3.0, 7.0, 5.0, 0.5, 0.5, NA, 7.0, 5.0, ~
## $ lm21     <dbl> 1, 2, 2, 2, 1, 2, 2, 1, 2, 2, 2, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1,~
## $ lm22     <dbl> 0.5, NA, NA, NA, 3.0, NA, NA, 2.0, NA, NA, NA, 7.0, 1.0, NA, NA, 3.0, 7.0, 1.0, 0.5, NA, ~
## $ lm14     <dbl> 1.0, 0.5, 6.0, 6.0, 0.5, 7.0, 0.5, 0.0, 0.0, 0.5, 0.5, 7.0, 2.0, 0.0, 1.0, 0.0, 0.5, 1.0,~
## $ xr19     <dbl> 1, 1, 1, 2, 1, NA, NA, 1, NA, 1, NA, 1, 1, 1, 1, 1, 1, 1, 1, NA, NA, NA, 1, NA, 1, 1, NA,~
## $ xr20     <dbl> 1, 1, 3, NA, 2, 1, 1, 1, 2, 1, 1, 3, 1, 1, 1, 2, 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 1, 1, 1, 2~
## $ lm27     <dbl> 1, 1, 0, NA, 0, 1, 1, 1, 1, 0, 0, 1, 0, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 1, 0, 0, 0~
## $ lm28     <dbl> 0, 1, 1, NA, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 1, 0, 0~
## $ lm29     <dbl> 0, 1, 0, NA, 0, 1, 1, 1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 1, 0, 0, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1~
## $ lm30     <dbl> 1, 1, 0, NA, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1~
## $ lm31     <dbl> 0, 0, 0, NA, 0, 1, 1, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0~
## $ lm32     <dbl> 0, 0, 0, NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0~
## $ lm33     <dbl> 0, 0, 0, NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0~
## $ lm34     <dbl> 0, 0, 0, NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0~
## $ lm35     <dbl> 2.0, 0.0, 0.5, NA, 3.0, 7.0, 6.0, 0.0, 0.5, 0.0, 7.0, 7.0, 0.5, 2.0, 7.0, 0.0, 0.0, 1.0, ~
## $ lm36     <dbl> 1, 1, 2, 2, 2, 1, 2, 3, 2, 2, 1, 2, 2, 2, 3, 2, 2, 2, 2, 1, 2, 1, 2, 1, 4, 1, 1, 2, 2, 4,~
## $ lm37     <dbl> 2, 2, 2, NA, 2, 3, 3, 3, 2, 3, 3, 2, 3, 3, 3, 2, 2, 2, 2, 3, 2, 3, 3, 3, 3, 2, 2, NA, 1, ~
## $ lm38     <dbl> 2, 1, 2, 2, NA, 2, 3, 3, 3, 2, 1, 2, 2, 2, 3, 2, 1, 2, 2, 1, 2, 1, 3, 2, 4, 2, 3, NA, 2, ~
## $ lm39     <dbl> 3, 4, 3, NA, NA, 3, 3, 3, 2, 4, 1, 3, 3, 3, 1, 3, 3, 4, 3, 4, 4, 4, 3, 4, 2, 4, 3, 3, 3, ~
## $ la01     <dbl> 3, 4, 4, 1, 2, 2, 2, 2, 5, 2, 1, 2, 4, 1, 2, 3, 5, 3, 4, 2, 1, 1, 4, 2, 2, 1, 4, 2, 4, 2,~
## $ id02     <dbl> 2, 4, 4, 3, 3, 4, 3, 3, 3, 3, 1, 3, 2, 3, 2, 3, 2, 4, 2, 4, 4, 4, 3, 3, 2, 3, 2, 2, 2, 3,~
## $ id01     <dbl> 3, 3, 3, 1, 2, 3, 3, 1, 2, 3, 2, 4, 1, 4, 2, 2, 3, 3, 3, 3, 3, 4, 2, 3, 1, 2, 2, 3, 2, NA~
## $ mi05     <dbl> 1, 2, 3, 1, 1, 1, 1, 2, 2, 1, NA, 2, 1, 2, 1, 2, 1, 1, 2, 2, 2, 1, 2, 2, 2, 1, 2, 2, 2, 2~
## $ mi06     <dbl> 1, 1, 2, 2, 2, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 2, 1, 1, 2, 2, 2, 1, 1, 1, 2, 1, 2, 2, 2, 1,~
## $ mi07     <dbl> 2, 2, 3, 2, 2, 2, 1, 3, 3, 2, 3, 2, 2, 2, 1, 2, 2, 2, 2, 2, 3, 2, 2, 2, 3, 1, 2, 2, 3, 3,~
## $ mi08     <dbl> 1, 2, 1, 2, 2, 2, 1, 1, 2, 2, NA, 1, 2, 1, 1, 2, 3, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 2, 2, 2~
## $ mi09     <dbl> 1, 2, 1, 2, 2, 1, 1, 1, 2, 2, 2, 2, 2, 1, 1, 2, 2, 2, 2, 2, 1, 1, 2, 2, 1, 1, 2, 2, 2, 2,~
## $ mi10     <dbl> 1, 2, 2, 2, 2, 1, 1, 2, 3, 2, 2, 3, 2, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 1, 2, 2, 2, 2,~
## $ mi11     <dbl> 1, 2, 2, 2, 2, 1, 1, 2, 2, 2, 1, NA, 1, 1, 1, 3, 1, 2, 1, 2, 2, 1, 2, 1, 2, 1, 1, 2, 3, 2~
## $ sex      <dbl> 2, 1, 2, 1, 2, 1, 2, 2, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 2, 1, 2,~
## $ mborn    <dbl> 10, 3, 9, 11, 2, 5, 12, 12, 6, 11, 10, 5, NA, 11, 1, 5, 5, 4, 12, 6, 12, 3, 4, 3, 9, 4, 1~
## $ yborn    <dbl> 1966, 1968, 1931, 1941, 1959, 1998, 1989, 1963, 1953, 1969, 1963, 1936, 1966, 1994, 1983,~
## $ age      <dbl> 54, 53, 89, 79, 62, 23, 31, 57, 68, 51, 57, 85, 55, 26, 38, 58, 54, 45, 49, 26, 83, 48, 4~
## $ agec     <dbl> 3, 3, 5, 5, 4, 1, 2, 3, 4, 3, 3, 5, 3, 1, 2, 3, 3, 3, 3, 1, 5, 3, 3, 4, 4, 1, 3, 3, 3, 4,~
## $ dn07     <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, NA, 1, NA, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, ~
## $ dm02     <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2019, NA, NA, NA, 2009, NA, NA, NA, NA, NA, NA, N~
## $ dm02c    <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 8, NA, NA, NA, 7, NA, NA, NA, NA, NA, NA, NA, NA,~
## $ dm03     <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2, NA, NA, NA, 12, NA, NA, NA, NA, NA, NA, NA, NA~
## $ dg10     <dbl> 1, 8, 7, 17, 8, 2, 8, 12, 17, 7, 95, 17, 15, 95, 95, 8, 9, 7, 11, 6, 1, 2, 17, 17, 12, 1,~
## $ dg03     <dbl> 4, 4, 4, 1, 4, 4, 4, 2, 1, 4, NA, 1, 1, NA, NA, 4, 4, 4, 4, 4, 4, 4, 1, 1, 1, 4, 3, 2, 1,~
## $ dm06     <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 200, NA, NA, 151, 163, NA, NA, NA, NA, NA, NA, NA~
## $ dn01     <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 200, 0, 0, 151, 163, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,~
## $ dn02     <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ dn04     <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1,~
## $ dn05     <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, NA, 1, 1, NA, NA, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1,~
## $ ma01b    <dbl> NA, 4, 2, NA, NA, NA, 2, NA, 6, NA, NA, 7, NA, NA, NA, 5, 5, 5, 5, 5, 7, NA, NA, 4, 7, NA~
## $ ma02     <dbl> NA, 2, 6, NA, NA, NA, 2, NA, 4, NA, NA, 4, NA, NA, NA, 4, 1, 1, 1, 1, 3, NA, NA, 1, 7, NA~
## $ ma03     <dbl> NA, 1, 7, NA, NA, NA, 1, NA, 3, NA, NA, 4, NA, NA, NA, 4, 3, 1, 1, 1, 2, NA, NA, 3, 5, NA~
## $ ma04     <dbl> NA, 1, 1, NA, NA, NA, 1, NA, 2, NA, NA, 1, NA, NA, NA, 2, 1, 1, 1, 1, 1, NA, NA, 1, 1, NA~
## $ mc01     <dbl> NA, 2, 2, NA, NA, NA, 1, NA, 2, NA, NA, 2, NA, NA, NA, 1, 2, 2, 1, 2, 2, NA, NA, 2, 2, NA~
## $ mc02     <dbl> NA, 1, NA, NA, NA, NA, 1, NA, 2, NA, NA, 2, NA, NA, NA, 1, 1, 1, 1, 1, 2, NA, NA, 2, 1, N~
## $ mc03     <dbl> NA, 2, 2, NA, NA, NA, 1, NA, 2, NA, NA, 2, NA, NA, NA, 1, 1, 1, 1, 1, 1, NA, NA, 2, 2, NA~
## $ mc04     <dbl> NA, 1, 2, NA, NA, NA, 1, NA, 2, NA, NA, NA, NA, NA, NA, 1, 1, 1, 1, 1, 1, NA, 1, 1, 2, NA~
## $ pn11     <dbl> NA, 3, 2, NA, NA, NA, 3, NA, 2, NA, NA, 1, NA, NA, NA, 3, 3, 4, 2, 2, 2, NA, 3, 1, 3, NA,~
## $ fr07     <dbl> 2, NA, NA, 1, 2, 3, 1, 1, 1, 4, 3, NA, 2, 4, 2, 2, NA, 1, 3, 2, NA, 4, NA, 1, NA, 1, NA, ~
## $ fr08     <dbl> 3, NA, NA, 2, 1, 2, 2, 1, 2, 4, 1, NA, 2, 4, 1, 4, NA, 2, 3, 3, NA, 3, NA, 1, NA, 2, NA, ~
## $ fr03b    <dbl> 2, NA, NA, 3, 2, 3, 4, 3, 4, 3, 2, NA, 3, 1, 3, 2, NA, 4, 3, 3, NA, 3, NA, 4, NA, 4, NA, ~
## $ fr04b    <dbl> 3, NA, NA, NA, 3, 4, 4, 4, 2, 3, 2, NA, 3, 1, 4, 3, NA, 4, 3, 3, NA, 3, NA, 4, NA, 4, NA,~
## $ fr05b    <dbl> 2, NA, NA, 1, 2, 3, 2, 2, 2, 1, 4, NA, 2, 4, 1, 2, NA, 2, 2, 2, NA, 3, NA, 1, NA, 2, NA, ~
## $ fr09     <dbl> 3, NA, NA, 3, 3, 2, 2, 2, 3, 3, 2, NA, 3, 4, 3, 3, NA, 4, 2, 2, NA, 2, NA, 4, NA, 4, NA, ~
## $ fr10     <dbl> 4, NA, NA, 4, 4, 3, 4, 4, 4, 4, 2, NA, 3, 4, 4, 4, NA, 4, 4, 2, NA, 3, NA, 4, NA, 4, NA, ~
## $ fr11     <dbl> 2, NA, NA, 1, 1, 2, 3, 2, 1, 4, 2, NA, 2, 1, 2, 2, NA, 2, 1, 3, NA, 4, NA, 1, NA, 1, NA, ~
## $ fr12     <dbl> 1, NA, NA, 1, 2, 1, 1, 1, 1, 1, 3, NA, 2, 4, 1, 1, NA, 1, 1, 3, NA, 1, NA, 1, NA, 1, NA, ~
## $ fe13     <dbl> 5, NA, NA, 3, 4, 4, 4, 4, NA, 5, 2, NA, 2, 1, 5, 4, NA, 5, 3, 4, NA, NA, NA, 5, NA, 5, NA~
## $ fe14     <dbl> 3, NA, NA, 5, 3, 5, 5, 3, NA, 3, 5, NA, 5, 5, 4, 5, NA, 4, 4, 5, NA, NA, NA, 4, NA, 4, NA~
## $ fe15     <dbl> 1, NA, NA, 2, 1, 1, 1, 2, 1, 1, 4, NA, 1, 4, 1, 1, NA, 1, 1, 1, NA, 1, NA, 1, NA, 1, NA, ~
## $ fe16     <dbl> 4, NA, NA, 4, 5, 2, 3, 5, NA, 4, 1, NA, 4, 2, 3, 3, NA, 3, 5, 3, NA, NA, NA, 3, NA, 3, NA~
## $ fe17     <dbl> 2, NA, NA, 1, 2, 3, 2, 1, NA, 2, 3, NA, 3, 3, 2, 2, NA, 2, 2, 2, NA, 2, NA, 2, NA, 2, NA,~
## $ ja01     <dbl> 7, NA, NA, 7, 7, 5, 5, 7, 7, NA, 4, NA, 6, 5, 7, 6, NA, 5, 7, 7, NA, 3, NA, 7, NA, 4, NA,~
## $ ja02     <dbl> 5, NA, NA, 5, 4, 7, 5, 5, 5, 2, 5, NA, 7, 5, 6, 4, NA, 5, 6, 3, NA, 4, NA, 3, NA, 5, NA, ~
## $ ja03     <dbl> 3, NA, NA, 5, 5, 7, 6, 6, 5, 2, 5, NA, 5, 6, 6, 5, NA, 5, 6, 5, NA, 2, NA, 1, NA, 5, NA, ~
## $ ja04     <dbl> 2, NA, NA, 7, 5, 7, 6, 4, 6, 3, 7, NA, 4, 5, 7, 7, NA, 5, 6, 4, NA, 5, NA, 5, NA, 6, NA, ~
## $ ja05     <dbl> 6, NA, NA, 3, 5, 5, 5, 5, 3, 7, 5, NA, 5, 5, 7, 4, NA, 5, 7, 6, NA, 4, NA, 4, NA, 6, NA, ~
## $ ja06     <dbl> 6, NA, NA, 6, 6, 6, 7, 6, 6, 7, 4, NA, 6, 7, 7, 6, NA, 5, 7, 7, NA, 7, NA, 5, NA, 7, NA, ~
## $ ja07     <dbl> 5, NA, NA, 2, 6, 5, 4, 7, 7, 6, 4, NA, 6, 7, 7, 6, NA, 4, 7, 6, NA, 6, NA, 7, NA, 6, NA, ~
## $ ja08     <dbl> 2, NA, NA, 6, 4, 6, 5, 5, 7, 4, 4, NA, 6, 6, 6, 5, NA, 5, 6, 5, NA, 6, NA, 7, NA, 4, NA, ~
## $ ja09     <dbl> 5, NA, NA, 5, 5, 5, 4, 5, 6, 2, 4, NA, 6, 6, 5, 3, NA, 5, 3, 5, NA, 6, NA, 7, NA, 1, NA, ~
## $ ja10     <dbl> 5, NA, NA, 5, 4, 2, 5, 5, 5, 7, 6, NA, 6, 6, 6, 4, NA, 5, 4, 5, NA, 4, NA, 5, NA, 4, NA, ~
## $ ja11     <dbl> 5, NA, NA, 7, 3, 4, 4, 5, 6, 6, 7, NA, 6, 6, 7, 4, NA, 6, 4, 6, NA, 5, NA, 7, NA, 6, NA, ~
## $ lp03     <dbl> 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, NA, 2, 2, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 1, 1, NA, 1, ~
## $ lp04     <dbl> 2, 2, 1, NA, NA, 2, 2, 2, 1, 2, 1, 2, 2, 2, 1, 2, 1, 1, 2, 2, 2, 2, 1, 2, 2, 2, 1, NA, 1,~
## $ lp05     <dbl> 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, NA, 2, 1, 2, 1, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1~
## $ lp06     <dbl> 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2,~
## $ vm08     <dbl> 2, 2, 2, 1, 1, 1, 1, 2, 1, 1, NA, 1, 1, 3, 1, 3, 2, 2, 1, 1, 2, 3, 1, 2, 2, 1, 2, 1, 1, 2~
## $ vm09     <dbl> 3, 3, 3, 2, 2, 2, 1, 1, 2, 2, NA, 2, 2, 3, 1, 3, 3, 2, 2, 1, 2, 3, 2, 2, 2, 2, 2, 2, 2, 2~
## $ vm10     <dbl> 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, NA, 1, NA, 3, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, ~
## $ vm11     <dbl> 3, 3, 3, NA, 3, 3, 1, 3, 3, 2, NA, 2, 3, 3, 2, 3, 3, 2, 3, 1, 2, 3, 2, 3, 2, 2, 2, 2, 3, ~
## $ vm12     <dbl> 3, 3, 3, NA, 3, 2, 1, 2, 2, 2, NA, 2, 3, 3, 1, 3, 3, 2, 2, 1, 2, 3, 2, 2, 3, 2, 2, 2, 2, ~
## $ vm13     <dbl> 2, 1, 2, NA, 3, 1, 1, 1, 2, 2, NA, 3, 2, 3, 1, 3, 3, 2, 2, 1, 2, 3, 2, 2, 2, 2, 2, 2, 3, ~
## $ vm14     <dbl> 3, 3, 3, 2, NA, 2, 1, 1, 2, 2, NA, 3, 2, 3, 1, 3, 3, 2, 2, 1, 2, 3, 2, 2, 2, 2, 3, 2, 3, ~
## $ vm15     <dbl> 2, 3, 3, 2, 3, 2, 1, 1, 2, 2, NA, 3, 2, 3, 1, 3, 3, 2, 2, 1, 2, 3, 2, 3, 2, 2, 2, 2, 2, 2~
## $ st01     <dbl> 3, 1, 3, 3, 3, 2, 3, 3, 3, 1, 2, 3, 1, 3, 3, 3, 2, 3, 2, 1, 2, 3, 2, 3, 2, 1, 2, 3, 2, 3,~
## $ pt01     <dbl> 7, 4, 3, 5, 5, 4, NA, 3, NA, 6, 5, 7, 5, 6, 2, NA, 4, NA, NA, NA, 3, 5, 5, NA, 3, 5, 4, 4~
## $ pt02     <dbl> 7, 7, 4, 4, 5, 7, NA, 3, NA, 6, 7, 7, 6, 6, 6, NA, 6, NA, NA, NA, 7, 6, 4, NA, 2, 7, 3, 5~
## $ pt03     <dbl> 4, 4, 5, 3, 4, 5, NA, 3, NA, 2, 7, 6, 4, 6, 5, NA, 5, NA, NA, NA, 3, 6, 4, NA, 1, 4, 3, 4~
## $ pt04     <dbl> 2, 4, 6, 4, 5, 3, NA, 3, NA, NA, 5, 5, 5, 6, 5, NA, 6, NA, NA, NA, 4, 5, 4, NA, 5, 4, 4, ~
## $ pt06     <dbl> 3, 2, 1, 1, 3, 2, NA, 1, NA, 1, 5, 1, 3, 1, 1, NA, 2, NA, NA, NA, 1, 2, 2, NA, 3, 1, 1, 1~
## $ pt07     <dbl> 7, 5, 3, 2, 5, 2, NA, 2, NA, 3, 5, 1, 3, 1, 1, NA, 3, NA, NA, NA, 1, 5, 2, NA, 3, 1, 1, 1~
## $ pt08     <dbl> 4, 5, 6, 5, 4, 5, NA, 3, NA, 3, 7, 5, 6, 6, 5, NA, 5, NA, NA, NA, 6, 6, 4, NA, 2, 6, 3, 4~
## $ pt09     <dbl> 2, 5, 4, 4, 5, 3, NA, 3, NA, 4, 3, 5, 5, 2, 2, NA, 4, NA, NA, NA, 4, 4, 3, NA, 2, 4, 3, 4~
## $ pt10     <dbl> 4, 5, 4, NA, 6, 4, NA, 3, NA, 4, 3, 5, 5, 2, 3, NA, 4, NA, NA, NA, 5, 7, 3, NA, 2, 4, 3, ~
## $ pt11     <dbl> 7, 5, 4, 5, 6, 5, NA, 4, NA, 6, 6, 6, 6, 2, 6, NA, 5, NA, NA, NA, 5, 7, 5, NA, 3, 6, 4, 6~
## $ pt12     <dbl> 6, 6, 5, 3, 4, 5, NA, 4, NA, 2, 5, 6, 5, 5, 4, NA, 3, NA, NA, NA, 3, 6, 3, NA, 1, 4, 4, 5~
## $ pt14     <dbl> 3, 5, 6, 2, 5, 6, NA, 4, NA, 4, 6, 5, 6, 6, 2, NA, 5, NA, NA, NA, 6, 5, 4, NA, 4, 5, 5, 5~
## $ pt15     <dbl> 3, 4, 4, 2, 3, 3, NA, 2, NA, 1, 4, 4, 4, 2, 3, NA, 2, NA, NA, NA, 2, 5, 2, NA, 2, 4, 2, 5~
## $ pt19     <dbl> 5, 5, 4, 5, 5, 3, NA, 2, NA, 1, 5, 5, 5, 2, 3, NA, 1, NA, NA, NA, 2, 5, 3, NA, 1, 5, 2, 6~
## $ pt20     <dbl> 5, 6, 4, 4, 5, 3, NA, 2, NA, 1, 5, 5, 5, 2, 3, NA, 1, NA, NA, NA, 2, 5, 3, NA, 1, 5, 2, 6~
## $ ca24     <dbl> 3, 2, 3, 2, 2, 2, 3, 2, 2, 2, NA, 3, 2, 2, 3, 2, 2, 3, 3, 2, 3, 3, 2, 2, 2, 3, 2, 2, 2, 3~
## $ cf03     <dbl> 3, 3, 1, 2, 1, 4, 4, 2, 3, 1, NA, 1, 2, 4, NA, 1, 1, 3, 3, 3, 1, 3, 1, 1, 1, 4, 2, NA, 1,~
## $ im01     <dbl> 2, NA, NA, 2, 2, 1, 2, 2, 2, 2, 1, NA, 2, 1, 2, 2, NA, 2, 1, 2, NA, 2, NA, 2, NA, 2, NA, ~
## $ im17     <dbl> 2, 4, 3, 2, 2, 3, 2, 3, 2, 2, 2, NA, 2, 4, 1, 4, 2, 3, 2, 3, 3, 3, 3, 2, 1, 1, 3, 1, 1, 2~
## $ im18     <dbl> 1, 4, 4, 3, 2, 4, 2, 2, 2, 3, 2, NA, 3, 3, 1, 4, 3, 3, 1, 3, 3, 2, 4, 3, 4, 2, 3, 2, 1, 3~
## $ im19     <dbl> 4, 1, 2, 2, 3, 3, 3, 3, 4, 3, 2, NA, 3, 2, 4, 1, 2, 3, 2, 2, 2, 4, 3, 4, 1, 4, 3, 3, 2, 3~
## $ im20     <dbl> 3, 3, 1, 3, 3, 2, 3, 3, 3, 3, 2, NA, 3, 2, 4, 3, 2, 2, 2, 3, 2, 3, 3, 3, 1, 4, 3, 3, 1, 3~
## $ im21     <dbl> 4, 3, 1, 3, 3, 2, 3, 4, 4, 4, 3, NA, 3, 2, 4, 2, 3, 3, 3, 3, 3, 4, 4, 3, 3, 3, 3, 3, 4, 3~
## $ iw04     <dbl> 1, 4, 2, 2, 2, 2, 2, 2, 2, 1, 2, 1, 2, 3, 1, 2, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 2, 2, 1, 2,~
## $ pd11     <dbl> 2, 1, 2, 1, 1, 1, 2, 2, 2, 1, 1, 2, 2, 1, 2, 2, 2, 1, 2, 1, 1, 2, 2, 1, 3, 2, 2, 2, 2, 3,~
## $ pi07     <dbl> 2, NA, NA, 2, 1, 1, 2, 1, 2, 1, NA, NA, 1, 1, 2, 1, NA, NA, 2, 1, NA, 2, NA, 2, NA, 2, NA~
## $ pi01     <dbl> 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2,~
## $ pi02     <dbl> 3, 2, NA, 3, 3, NA, 2, 2, 2, 2, NA, 2, 2, 2, 3, 1, 3, 2, 3, NA, 1, 3, 2, 2, 1, 3, 3, 2, N~
## $ pc01     <dbl> 3, 3, 4, 3, NA, 3, NA, 4, NA, 4, NA, 3, 3, 4, 4, NA, 3, NA, NA, NA, 4, 4, 4, NA, 4, 4, 4,~
## $ pc02     <dbl> 3, 2, 2, 3, 2, 3, NA, 3, NA, 4, 2, 3, NA, 2, 3, NA, 4, NA, NA, NA, 3, 3, 3, NA, 2, 3, 3, ~
## $ pc03     <dbl> 4, 2, 3, 4, 3, 2, NA, 4, NA, 4, 2, 3, 2, 2, 3, NA, 4, NA, NA, NA, 3, 3, 2, NA, 2, 2, 2, N~
## $ pc04     <dbl> 2, 1, 2, 3, 2, 2, NA, 3, NA, 2, 2, 2, 3, 2, 1, NA, 4, NA, NA, NA, 2, 3, 2, NA, 1, 2, 2, 3~
## $ pc05     <dbl> 2, 2, 2, 3, 3, 3, NA, 3, NA, 3, 2, 2, 2, 2, 2, NA, 3, NA, NA, NA, 2, NA, 3, NA, 1, 3, 2, ~
## $ pc06     <dbl> 4, 2, 3, 4, 4, 2, NA, 4, NA, 4, 2, 3, 3, 2, 4, NA, 4, NA, NA, NA, 3, 4, 3, NA, 2, 4, 2, N~
## $ pc07     <dbl> 2, 2, 2, 3, 2, 2, NA, 2, NA, 3, 2, 2, 2, 2, 3, NA, 3, NA, NA, NA, 2, 3, 3, NA, 2, 2, 2, N~
## $ pc08     <dbl> 4, 2, 3, 4, 3, 3, NA, 3, NA, 3, 2, NA, 4, 2, 4, NA, 4, NA, NA, NA, 4, 3, 2, NA, 4, 2, 2, ~
## $ pc09     <dbl> 4, 2, 4, 4, 3, 3, NA, 2, NA, 4, 2, 3, 3, NA, 4, NA, 4, NA, NA, NA, 3, 4, 3, NA, 3, 4, 3, ~
## $ pc10     <dbl> 2, 2, 3, 3, 3, 3, NA, 3, NA, NA, NA, 3, 3, NA, 2, NA, 2, NA, NA, NA, 3, 2, 4, NA, 3, 2, 2~
## $ pc11     <dbl> 3, 2, 2, 3, 2, 3, NA, 2, NA, 2, 2, 2, 3, 1, 3, NA, 2, NA, NA, NA, 2, 2, 3, NA, 2, 2, 2, N~
## $ pc17     <dbl> 2, 2, 3, 3, 2, 2, NA, 2, NA, 2, NA, 2, 3, NA, 3, NA, 2, NA, NA, NA, 2, 2, 2, NA, 2, 1, 2,~
## $ pc19     <dbl> 4, 2, 2, 3, 2, 2, NA, 3, NA, 2, 2, 3, 2, 3, 3, NA, 3, NA, NA, NA, 3, 3, 3, NA, 3, 2, 2, N~
## $ pc20     <dbl> 2, 2, 2, 3, 3, 1, NA, 3, NA, 3, NA, 3, NA, 3, 2, NA, 3, NA, NA, NA, 4, 2, 4, NA, 3, 2, 2,~
## $ pa02a    <dbl> 3, 1, 4, 3, 3, 1, 2, 3, 1, 2, 4, 2, 3, 3, 1, 2, 3, 1, 3, 2, 3, 2, 3, 2, 1, 2, 3, 3, 4, 3,~
## $ va01     <dbl> 4, 2, 1, 1, 2, 1, NA, 3, NA, 2, 1, 1, 1, 1, 4, NA, 4, NA, NA, NA, 1, 3, 1, NA, 3, 4, 1, 1~
## $ va02     <dbl> 1, 3, 3, 2, 3, 4, NA, 2, NA, 1, 3, 2, 2, 3, 1, NA, 3, NA, NA, NA, 2, 4, 2, NA, 2, 3, 2, 2~
## $ va03     <dbl> 3, 4, 4, 4, 1, 3, NA, 4, NA, 4, 4, 4, 4, 4, 3, NA, 2, NA, NA, NA, 3, 1, 3, NA, 4, 2, 4, 3~
## $ va04     <dbl> 2, 1, 2, 3, 4, 2, NA, 1, NA, 3, 2, 3, 3, 2, 2, NA, 1, NA, NA, NA, 4, 2, 4, NA, 1, 1, 3, 4~
## $ ingle    <dbl> 1, 2, 3, 3, 4, 3, NA, 1, NA, 2, 3, 3, 3, 3, 1, NA, 2, NA, NA, NA, 3, 3, 3, NA, 1, 2, 3, 3~
## $ pa01     <dbl> 4, 6, 8, 2, 3, 7, 3, 5, 3, 3, 5, 3, NA, 7, 1, 4, 3, 4, 5, 6, 5, 3, 4, 4, 8, 3, 3, NA, 6, ~
## $ ps03     <dbl> 2, 2, 2, 2, 4, 2, NA, 3, NA, 2, 2, 3, 3, 2, 2, NA, 3, NA, NA, NA, 2, 2, 3, NA, 5, 2, 2, 3~
## $ ca01     <dbl> 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1,~
## $ ca02     <dbl> 1, 1, 2, 1, 1, 3, 2, 1, 1, 1, 2, 1, 1, 4, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1,~
## $ ca03     <dbl> 2, 1, 1, 2, 2, 3, 4, 2, 3, 3, 3, 3, 3, 1, 4, 1, 1, 4, 4, 3, 2, 1, 3, 2, 3, 4, 2, 3, 3, 3,~
## $ ca04     <dbl> 2, 3, 4, 3, 3, 3, 4, 4, 3, 4, 3, 4, 3, 2, 4, 1, 3, 4, 4, 4, 3, 2, 3, 2, 1, 4, 4, 4, 4, 3,~
## $ ca05     <dbl> 2, 1, 2, 3, 2, 2, 2, 3, 2, 4, 1, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 2, 1, 1, 2, 2, 2, 1, 2, 2,~
## $ ca06     <dbl> 3, 2, 2, 4, 2, 3, 3, 3, 2, 3, 1, 2, 2, 2, 3, 2, 2, 3, 3, 2, 2, 3, 2, 1, 2, 3, 2, 2, 3, 3,~
## $ ca07     <dbl> 2, 2, 1, 4, 2, 1, 3, 3, 1, 2, 1, 3, 1, 1, 2, 2, 2, 3, 3, 1, 1, 3, 1, 1, 1, 3, 1, 1, 2, 3,~
## $ ca08     <dbl> 1, 1, 3, NA, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1~
## $ ca09     <dbl> 1, 1, 2, NA, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 2~
## $ ca10     <dbl> 1, 1, 3, 4, 1, 3, 2, 1, 1, 3, 1, 2, 1, 2, 3, 1, 1, 2, 3, 1, 1, 2, 2, 1, 1, 3, 2, 3, 2, 2,~
## $ ca11     <dbl> 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 3, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 2, 1, 1, 3, 2,~
## $ ca25     <dbl> 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2,~
## $ ca26     <dbl> 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 2, 2, 2, 1, 1, 2,~
## $ ca27     <dbl> 3, 4, 2, 4, 3, 3, 3, 3, 4, 3, 3, 3, 3, 4, 5, 3, 4, 3, 3, 3, 5, 3, 4, 4, 3, 3, 3, 3, 4, 3,~
## $ ca28     <dbl> 2, 3, 1, 2, 4, 2, 2, 2, 3, 2, 3, 3, 2, 2, 2, 2, 2, 2, 2, 2, 3, 2, 3, 2, 2, 2, 2, 3, 2, 2,~
## $ ca29     <dbl> 4, 5, 4, 3, 5, 5, 3, 3, 4, 5, 4, 4, 4, 5, 3, 5, 2, 5, NA, 4, 5, 4, 4, 4, 4, 4, 4, 3, 3, 5~
## $ ca30     <dbl> 3, 5, 3, 3, 5, 3, 3, 3, 4, 3, 4, 4, 4, 3, 5, 4, 4, 5, NA, 3, 3, 4, 4, 5, 3, 3, 4, 5, 4, 3~
## $ ca15     <dbl> 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 2, 1, 1,~
## $ ca16     <dbl> 2, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 1, 1, 2, 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, 2,~
## $ ca17     <dbl> 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 1, 2, 2, 2, 2, 2, 1, 2, 2, 1, 2, 2, 2, 2, 2,~
## $ ca18     <dbl> 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1,~
## $ ca34     <dbl> 1, 1, 2, 2, 1, 2, 1, 1, 1, 1, 2, 2, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 2, NA~
## $ ca31     <dbl> 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, NA~
## $ ca35     <dbl> 2, 2, 2, NA, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, NA, 2, ~
## $ ca36     <dbl> 1, 2, 2, NA, NA, 1, 1, 1, 1, 2, 1, 1, 1, NA, 1, 1, 2, NA, 1, 1, 1, 1, 2, 2, 2, 1, 1, NA, ~
## $ cs01     <dbl> 1, 2, NA, 1, 1, 3, 4, 3, 1, 1, 1, 3, 2, 4, 1, 3, 2, 4, 1, 4, 3, 5, NA, 1, 4, 3, 1, 1, 3, ~
## $ cs02     <dbl> 1, 1, NA, 1, 2, 2, 1, 1, 3, 3, 1, 3, 1, 1, 2, 1, 3, 3, 2, 2, 1, 1, NA, 1, 2, 1, 1, 3, 1, ~
## $ cs03     <dbl> 1, 1, NA, 1, 1, 1, 2, 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, NA, 1, 1, 1, 1, 1, 1, ~
## $ cs04     <dbl> 1, 1, NA, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, NA, 1, 1, 1, 1, 1, 1, ~
## $ cs05     <dbl> 1, 2, 2, 1, 2, 1, 1, 1, 2, 2, 2, 2, 2, 2, 1, 1, 2, 2, 1, 2, 2, 1, 1, 2, 2, 1, 2, 2, 1, 2,~
## $ cs06     <dbl> 2, 2, 1, 2, 2, 1, 2, 2, 2, 1, 2, 2, 2, 2, 1, 2, 2, 2, 1, 2, 2, 2, 1, 2, 2, 2, 2, 1, 2, 2,~
## $ cs08     <dbl> 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, NA, 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2~
## $ cs09     <dbl> 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 2, 2, 2,~
## $ cp01     <dbl> 4, 3, 2, 2, 4, 2, 2, 3, 4, 3, 3, 4, 3, 2, 3, 2, 3, 2, 4, 2, 5, 4, 3, 5, 4, 2, 4, NA, 2, N~
## $ cp02     <dbl> 2, 2, 1, 2, 2, 2, 2, 3, 2, 1, 3, 4, 3, 2, 3, 3, 3, 2, 3, 2, 5, 2, 2, 3, 3, 4, 3, 2, 3, NA~
## $ cp03     <dbl> 4, 2, 3, 2, 3, 3, 2, 4, 5, 2, 3, 4, 4, 4, 3, 4, 3, 4, 4, 3, 5, 2, 5, 5, 4, 5, 3, NA, 4, N~
## $ cp04     <dbl> 3, 3, 3, 2, 4, 2, 3, 4, 5, 2, 4, 5, 3, 4, 3, 4, 3, 3, 5, 2, 4, 2, 5, 2, 5, 3, 4, NA, 4, N~
## $ ce01     <dbl> NA, 2, 2, NA, NA, NA, NA, NA, NA, NA, NA, 2, NA, NA, NA, NA, 2, NA, NA, NA, 2, NA, 2, NA,~
## $ ce02     <dbl> 1, NA, NA, 2, 2, 2, 1, 2, 2, 2, 2, NA, 2, 2, 2, 2, NA, 2, 2, 2, NA, 2, NA, 2, NA, 2, NA, ~
## $ ca22     <dbl> 2, 1, 1, 2, 3, 2, 3, 2, 1, 2, 2, 1, 2, 2, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 2, NA~
## $ ca23     <dbl> 1, 1, 2, 1, 1, 2, 2, 2, 1, 1, NA, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, N~
## $ ca32     <dbl> 1, 1, 5, 1, 1, 4, 4, 2, 2, 4, NA, 2, 1, 5, 4, 4, 1, 2, 4, 1, 4, 4, 2, 5, 2, 4, 4, 4, 2, 4~
## $ ca33     <dbl> 4, 2, 1, 2, 4, 1, 1, 4, 5, 1, 2, 4, 4, 4, 2, 1, 4, 5, 2, 2, 5, 2, 4, 4, 5, 5, 1, 2, 1, 2,~
## $ educ     <dbl> 5, 5, 4, 4, 2, 7, 5, 4, 3, 3, NA, 5, 3, 2, NA, 3, 2, 5, 2, 5, 3, 5, NA, 5, 3, 5, 3, 3, 3,~
## $ de06     <dbl> 0, 0, 0, 0, 0, NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0~
## $ de07     <dbl> 0, 0, 0, 0, 0, NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0~
## $ de08     <dbl> 1, 0, 0, 0, 0, NA, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 1, 0, 0, 1, 0, 1, 0, 1, 0~
## $ de09     <dbl> 1, 1, 0, 0, 1, NA, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 1~
## $ de10     <dbl> 0, 0, 0, 0, 0, NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0~
## $ de12     <dbl> 0, 0, 0, 0, 0, NA, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0~
## $ de11     <dbl> 0, 0, 0, 1, 0, NA, 0, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0~
## $ de13     <dbl> 1, 0, 0, 0, 0, NA, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0~
## $ de14     <dbl> 0, 0, 0, 0, 0, NA, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1~
## $ de15     <dbl> 0, 1, 0, 0, 0, NA, 1, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 1, 0, 1, 0, 1, 1, 0, 0, 1, 0, 0, 0, 0~
## $ de16     <dbl> 0, 0, 1, 0, 0, NA, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0~
## $ de05     <dbl> 0, 0, 0, 0, 0, NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0~
## $ de18     <dbl> NA, 7, NA, NA, NA, NA, 6, NA, NA, NA, NA, 3, NA, NA, 1, NA, NA, 5, NA, 2, NA, 5, 5, NA, N~
## $ de17     <dbl> NA, NA, NA, NA, NA, NA, NA, NA, 2, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA~
## $ isced97  <dbl> 5, 5, 4, 5, 3, NA, 6, 5, 5, 3, 5, 5, 5, 5, 5, 5, 3, 5, 3, 5, 3, 5, 5, 5, 3, 5, 3, 3, 3, 5~
## $ iscd11   <dbl> 5, 6, 4, 5, 3, NA, 8, 5, 7, 3, 5, 7, 5, 5, 6, 5, 3, 7, 3, 7, 3, 7, 7, 5, 3, 7, 3, 3, 3, 7~
## $ work     <dbl> 1, 1, 4, 4, 4, 4, 2, 1, 4, 2, 4, 4, 2, 1, 1, 2, 1, 2, 1, 1, 4, 1, 2, 4, 1, 1, 1, 1, 1, 2,~
## $ dw01     <dbl> 5, 2, NA, NA, NA, NA, 5, 5, NA, 5, NA, NA, 5, 3, 5, 5, 6, 4, 6, 5, NA, 4, 5, NA, 6, 5, 6,~
## $ dw02     <dbl> 51, 14, NA, NA, NA, NA, 53, 52, NA, 52, NA, NA, 53, 20, 53, 52, 62, 43, 62, 52, NA, 43, 5~
## $ isco88   <dbl> 4223, 2419, NA, NA, NA, NA, 2149, 2470, NA, 3231, NA, NA, 3320, 7437, 2359, 3231, 7214, 2~
## $ siops88  <dbl> 38, 57, NA, NA, NA, NA, 56, 62, NA, 44, NA, NA, 50, 31, 62, 44, 44, 60, 38, 62, NA, 50, 5~
## $ isei88   <dbl> 52, 69, NA, NA, NA, NA, 69, 70, NA, 38, NA, NA, 38, 28, 65, 38, 30, 69, 34, 69, NA, 38, 3~
## $ isco08   <dbl> 5244, 2421, NA, NA, NA, NA, 2310, 4110, NA, 3221, NA, NA, 3412, 3432, 2351, 3221, 7222, 2~
## $ siops08  <dbl> 26.00, 55.80, NA, NA, NA, NA, 78.16, 42.09, NA, 44.00, NA, NA, 49.00, 38.00, 62.28, 44.00~
## $ isei08   <dbl> 38.88, 70.09, NA, NA, NA, NA, 85.41, 43.33, NA, 56.00, NA, NA, 52.72, 57.64, 77.88, 56.00~
## $ eseg     <dbl> 71, 23, 80, 80, 99, 91, 25, 51, 83, 32, 63, 81, 34, 42, 25, 32, 63, 25, 63, 23, 83, 25, 3~
## $ dw07     <dbl> 2, NA, NA, NA, NA, NA, 1, 1, NA, 2, NA, NA, 1, NA, 1, 1, 2, 1, 2, 2, NA, 1, 1, NA, 2, 2, ~
## $ dw15     <dbl> 35.0, 62.0, NA, NA, NA, NA, 32.0, 39.5, NA, 30.0, NA, NA, 33.0, 55.5, 39.0, 22.0, 43.0, 4~
## $ dw10     <dbl> 2, 2, NA, NA, NA, NA, 1, 2, NA, 2, NA, NA, 2, 2, 1, 1, 1, 2, 1, 1, NA, 1, 2, NA, 2, 2, 2,~
## $ dw16     <dbl> 1, NA, NA, NA, NA, NA, 2, 1, NA, 1, NA, NA, 1, NA, 1, 1, 3, 1, 1, 1, NA, 1, 1, NA, 2, 3, ~
## $ dw17     <dbl> NA, 1, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 1, NA, NA, NA, NA, NA, NA, NA, NA, NA,~
## $ dw18     <dbl> 2, 2, NA, NA, NA, NA, 2, 2, NA, 2, NA, NA, 2, 2, 2, 2, 2, 2, 2, 2, NA, 2, 2, NA, 2, 1, 2,~
## $ dw19     <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ dw19c    <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ dw37     <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ dw03     <dbl> NA, NA, 2, 2, 4, 1, NA, NA, 2, NA, 3, 2, NA, NA, NA, NA, NA, NA, NA, NA, 2, NA, NA, 2, NA~
## $ dw12     <dbl> NA, NA, NA, 1998, 1999, 2020, NA, NA, 2019, NA, 2020, 2001, NA, NA, NA, NA, NA, NA, NA, N~
## $ dw12a    <dbl> NA, NA, NA, 57, 40, 22, NA, NA, 66, NA, 57, 65, NA, NA, NA, NA, NA, NA, NA, NA, 51, NA, N~
## $ dw12b    <dbl> NA, NA, NA, 23, 22, 1, NA, NA, 2, NA, 1, 20, NA, NA, NA, NA, NA, NA, NA, NA, 33, NA, NA, ~
## $ dw01a    <dbl> NA, NA, NA, 9, 5, 5, NA, NA, 5, NA, 6, 5, NA, NA, NA, NA, NA, NA, NA, NA, 5, NA, NA, 5, N~
## $ dw02a    <dbl> NA, NA, NA, 65, 51, 52, NA, NA, 53, NA, 61, 53, NA, NA, NA, NA, NA, NA, NA, NA, 52, NA, N~
## $ isco88a  <dbl> NA, NA, NA, 3213, 4132, 7136, NA, NA, 3119, NA, 7137, 2145, NA, NA, NA, NA, NA, NA, NA, N~
## $ siops88a <dbl> NA, NA, NA, 55, 44, 34, NA, NA, 46, NA, 44, 66, NA, NA, NA, NA, NA, NA, NA, NA, 53, NA, N~
## $ isei88a  <dbl> NA, NA, NA, 50, 43, 33, NA, NA, 53, NA, 37, 67, NA, NA, NA, NA, NA, NA, NA, NA, 53, NA, N~
## $ isco08a  <dbl> NA, NA, NA, 6221, 4110, 8219, NA, NA, 3341, NA, 7411, 1321, NA, NA, NA, NA, NA, NA, NA, N~
## $ siops08a <dbl> NA, NA, NA, 27.24, 42.09, 39.34, NA, NA, 48.81, NA, 44.01, 64.00, NA, NA, NA, NA, NA, NA,~
## $ isei08a  <dbl> NA, NA, NA, 17.00, 43.33, 24.68, NA, NA, 62.13, NA, 36.35, 65.42, NA, NA, NA, NA, NA, NA,~
## $ dw20     <dbl> NA, NA, NA, 2, NA, 1, NA, NA, 2, NA, NA, 2, NA, NA, NA, NA, NA, NA, NA, NA, 2, NA, NA, 2,~
## $ dw22     <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA~
## $ dw23     <dbl> NA, NA, NA, NA, NA, 2, NA, NA, NA, NA, 26, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA~
## $ dw23c    <dbl> NA, NA, NA, NA, NA, 1, NA, NA, NA, NA, 4, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,~
## $ hs01     <dbl> 4, 3, 2, 3, 3, 2, 1, 2, 4, 3, 2, 4, 3, 2, 3, 4, 4, 2, 2, 1, 3, 1, 3, 3, 3, 3, 2, 2, 2, 3,~
## $ hs04     <dbl> 3, NA, NA, 4, 3, 2, 1, 3, 4, 2, 4, NA, 2, 2, 3, 2, NA, 2, 2, 3, NA, 2, NA, 3, NA, 2, NA, ~
## $ hs05     <dbl> 2, NA, NA, 4, 3, 3, 2, 2, 3, 2, 5, NA, 4, 3, 3, 3, NA, 3, 3, 4, NA, 4, NA, 4, NA, 2, NA, ~
## $ hs06     <dbl> 3, NA, NA, 5, 2, 3, 3, 4, 3, 4, 2, NA, 3, 3, 4, 3, NA, 2, 3, 2, NA, 3, NA, 2, NA, 3, NA, ~
## $ hs07     <dbl> 3, NA, NA, 3, 3, 3, 4, 4, 4, 4, 2, NA, 2, 3, 3, 4, NA, 3, 4, 3, NA, 2, NA, 2, NA, 3, NA, ~
## $ hs08     <dbl> 2, NA, NA, 5, 4, 4, 4, 4, 2, 3, 4, NA, 3, 4, 4, 2, NA, 4, 5, 5, NA, 5, NA, 4, NA, 5, NA, ~
## $ hs09     <dbl> 5, NA, NA, 5, 4, 3, 3, 4, 4, 5, 2, NA, 4, 2, 3, 4, NA, 4, 2, 3, NA, 5, NA, 5, NA, 2, NA, ~
## $ lp09     <dbl> 3, 4, 2, 3, 3, 2, 3, 2, 4, 2, 2, 2, 3, 2, 2, 3, 3, 3, 3, 3, 3, 4, 3, 3, 3, 2, 3, 3, 4, 2,~
## $ lp10     <dbl> 4, 4, 4, 4, 4, 2, 2, 2, 4, 4, 3, 3, 3, 2, 2, 4, 3, 3, 3, 3, 4, 3, 4, 3, 4, 2, 4, 3, 4, 3,~
## $ lp11     <dbl> 4, 4, 4, 4, 4, 4, 2, 2, 3, 4, 3, 3, 3, 2, 3, 4, 3, 2, 3, 4, 4, 2, 3, 4, 4, 3, 4, 3, 3, 3,~
## $ lp12     <dbl> 3, 4, 3, 4, 2, 2, 3, 3, 2, 1, 3, 4, 3, 3, 2, 4, 3, 3, 4, 4, 3, 3, 3, 2, 2, 2, 4, 3, 4, 3,~
## $ rb07     <dbl> 10, NA, NA, 1, 7, 5, 3, 1, 8, 1, 9, NA, 3, 10, 2, 8, NA, 1, 3, 2, NA, 8, NA, 1, NA, 1, NA~
## $ rd01     <dbl> 1, 1, 1, 1, 3, 3, 6, 6, 1, 1, 1, 6, 6, 4, 6, NA, 3, 6, 6, 1, 3, 3, 6, 6, 6, 6, 1, 6, 6, 6~
## $ rd02     <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2, NA, NA, NA, NA, NA, NA, NA, NA, NA~
## $ rd03     <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ rp01     <dbl> 4, 6, 5, 5, 5, 4, 5, 6, 4, 5, 2, 5, 5, 1, 6, 2, 6, 6, 5, 5, 6, 4, 5, 5, 6, 6, 6, 6, 6, 5,~
## $ rp02     <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ mj01     <dbl> NA, 1, 5, NA, NA, NA, NA, NA, 4, NA, NA, 5, NA, NA, NA, 1, 2, 1, NA, 1, 5, NA, NA, 1, 7, ~
## $ mj02     <dbl> NA, 7, 4, NA, NA, NA, 6, NA, 7, NA, NA, 7, NA, NA, NA, 7, 6, 6, 7, 7, 7, NA, NA, 7, 1, NA~
## $ mj03     <dbl> NA, 3, 6, NA, NA, NA, 2, NA, 1, NA, NA, 4, NA, NA, NA, 2, 6, 1, 5, 5, 6, NA, NA, 1, 4, NA~
## $ mj04     <dbl> NA, 1, NA, NA, NA, NA, 1, NA, 1, NA, NA, 6, NA, NA, NA, 1, 2, 1, 2, 1, 5, NA, NA, 1, 1, N~
## $ mj05     <dbl> NA, 1, NA, NA, NA, NA, 4, NA, 3, NA, NA, 6, NA, NA, NA, 1, 2, 1, NA, 2, 5, NA, NA, 3, 1, ~
## $ mj06     <dbl> NA, 4, NA, NA, NA, NA, 5, NA, 6, NA, NA, 7, NA, NA, NA, 4, 3, 1, 6, 6, 7, NA, NA, NA, NA,~
## $ mm01     <dbl> NA, 1, 2, NA, NA, NA, 1, NA, 5, NA, NA, 5, NA, NA, NA, 4, 2, 5, 1, 1, 6, NA, NA, 3, 7, NA~
## $ mm02     <dbl> NA, 3, 5, NA, NA, NA, 5, NA, 2, NA, NA, 5, NA, NA, NA, 2, 4, 5, 4, 6, 2, NA, NA, 5, 1, NA~
## $ mm03     <dbl> NA, 3, 2, NA, NA, NA, 6, NA, 5, NA, NA, 4, NA, NA, NA, 4, 4, 1, 3, 2, 7, NA, NA, 3, 7, NA~
## $ mm04     <dbl> NA, 1, 6, NA, NA, NA, 3, NA, 5, NA, NA, 5, NA, NA, NA, 5, 4, 2, 2, 1, 4, NA, NA, 6, 7, NA~
## $ mm05     <dbl> NA, 7, 7, NA, NA, NA, 7, NA, 1, NA, NA, 4, NA, NA, NA, 1, 6, 6, 7, 7, 6, NA, NA, 1, 1, NA~
## $ mm06     <dbl> NA, 1, NA, NA, NA, NA, 2, NA, 7, NA, NA, 6, NA, NA, NA, 6, 5, 5, 2, 2, 6, NA, NA, 6, 7, N~
## $ mstat    <dbl> 5, 5, 3, 1, 1, 5, 5, 1, 1, 5, 3, 1, 1, 5, 4, 1, 4, 1, 5, 5, 3, 1, 5, 1, 1, 5, 5, 1, 1, 1,~
## $ scmborn  <dbl> NA, NA, NA, 8, 10, NA, NA, 5, 12, NA, NA, 10, 3, NA, NA, 5, NA, 11, NA, NA, NA, 3, NA, 1,~
## $ scyborn  <dbl> NA, NA, NA, 1944, 1960, NA, NA, 1959, 1953, NA, NA, 1939, 1960, NA, NA, 1959, NA, 1976, N~
## $ scage    <dbl> NA, NA, NA, 76, 60, NA, NA, 62, 67, NA, NA, 81, 61, NA, NA, 62, NA, 44, NA, NA, NA, 48, N~
## $ scagec   <dbl> NA, NA, NA, 6, 5, NA, NA, 5, 5, NA, NA, 6, 5, NA, NA, 5, NA, 3, NA, NA, NA, 4, NA, 6, 5, ~
## $ sceduc   <dbl> NA, NA, NA, 2, 2, NA, NA, 3, 4, NA, NA, NA, 3, NA, NA, 3, NA, 5, NA, NA, NA, 4, NA, 3, 3,~
## $ scde06   <dbl> NA, NA, NA, 1, 1, NA, NA, 0, 0, NA, NA, 0, 0, NA, NA, 0, NA, 0, NA, NA, NA, 0, NA, 0, 0, ~
## $ scde07   <dbl> NA, NA, NA, 0, 0, NA, NA, 0, 0, NA, NA, 0, 0, NA, NA, 0, NA, 0, NA, NA, NA, 0, NA, 0, 0, ~
## $ scde08   <dbl> NA, NA, NA, 0, 0, NA, NA, 0, 0, NA, NA, 0, 0, NA, NA, 0, NA, 0, NA, NA, NA, 0, NA, 1, 1, ~
## $ scde09   <dbl> NA, NA, NA, 0, 0, NA, NA, 1, 0, NA, NA, 0, 0, NA, NA, 0, NA, 0, NA, NA, NA, 0, NA, 0, 0, ~
## $ scde10   <dbl> NA, NA, NA, 0, 0, NA, NA, 0, 0, NA, NA, 0, 0, NA, NA, 0, NA, 0, NA, NA, NA, 0, NA, 0, 0, ~
## $ scde12   <dbl> NA, NA, NA, 0, 0, NA, NA, 0, 1, NA, NA, 0, 1, NA, NA, 1, NA, 0, NA, NA, NA, 0, NA, 0, 0, ~
## $ scde11   <dbl> NA, NA, NA, 0, 0, NA, NA, 0, 0, NA, NA, 0, 0, NA, NA, 0, NA, 0, NA, NA, NA, 1, NA, 0, 0, ~
## $ scde13   <dbl> NA, NA, NA, 0, 0, NA, NA, 0, 0, NA, NA, 1, 0, NA, NA, 0, NA, 0, NA, NA, NA, 0, NA, 1, 0, ~
## $ scde14   <dbl> NA, NA, NA, 0, 0, NA, NA, 0, 0, NA, NA, 0, 0, NA, NA, 0, NA, 0, NA, NA, NA, 1, NA, 0, 0, ~
## $ scde15   <dbl> NA, NA, NA, 0, 0, NA, NA, 0, 0, NA, NA, 0, 0, NA, NA, 0, NA, 1, NA, NA, NA, 0, NA, 0, 0, ~
## $ scde16   <dbl> NA, NA, NA, 0, 0, NA, NA, 0, 0, NA, NA, 0, 0, NA, NA, 0, NA, 0, NA, NA, NA, 0, NA, 0, 0, ~
## $ scde05   <dbl> NA, NA, NA, 0, 0, NA, NA, 0, 0, NA, NA, 0, 0, NA, NA, 0, NA, 0, NA, NA, NA, 0, NA, 0, 0, ~
## $ scde17   <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2, NA~
## $ scde18   <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5, NA, NA, NA, NA, NA~
## $ sciscd97 <dbl> NA, NA, NA, 2, 2, NA, NA, 3, 4, NA, NA, 5, 3, NA, NA, 3, NA, 5, NA, NA, NA, 5, NA, 5, 3, ~
## $ sciscd11 <dbl> NA, NA, NA, 2, 2, NA, NA, 3, 4, NA, NA, 5, 3, NA, NA, 3, NA, 7, NA, NA, NA, 7, NA, 5, 3, ~
## $ scwork   <dbl> NA, NA, NA, 4, 1, NA, NA, 1, 4, NA, NA, 4, 1, NA, NA, 4, NA, 2, NA, NA, NA, 2, NA, 4, 4, ~
## $ scdw01   <dbl> NA, NA, NA, NA, 6, NA, NA, 6, NA, NA, NA, NA, 6, NA, NA, NA, NA, 4, NA, NA, NA, 5, NA, NA~
## $ scdw02   <dbl> NA, NA, NA, NA, 61, NA, NA, 62, NA, NA, NA, NA, 62, NA, NA, NA, NA, 43, NA, NA, NA, 53, N~
## $ scisco88 <dbl> NA, NA, NA, NA, 8332, NA, NA, 7136, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2320, NA, NA, NA,~
## $ scsiop88 <dbl> NA, NA, NA, NA, 32, NA, NA, 34, NA, NA, NA, NA, NA, NA, NA, NA, NA, 60, NA, NA, NA, 52, N~
## $ scisei88 <dbl> NA, NA, NA, NA, 26, NA, NA, 33, NA, NA, NA, NA, NA, NA, NA, NA, NA, 69, NA, NA, NA, 51, N~
## $ scisco08 <dbl> NA, NA, NA, NA, 8342, NA, NA, 7412, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2330, NA, NA, NA,~
## $ scsiop08 <dbl> NA, NA, NA, NA, 32.00, NA, NA, 38.00, NA, NA, NA, NA, NA, NA, NA, NA, NA, 62.63, NA, NA, ~
## $ scisei08 <dbl> NA, NA, NA, NA, 24.45, NA, NA, 36.92, NA, NA, NA, NA, NA, NA, NA, NA, NA, 82.41, NA, NA, ~
## $ sceseg   <dbl> NA, NA, NA, 80, 65, NA, NA, 63, 80, NA, NA, 80, 1, NA, NA, 80, NA, 25, NA, NA, NA, 34, NA~
## $ scdw07   <dbl> NA, NA, NA, NA, 2, NA, NA, NA, NA, NA, NA, NA, 2, NA, NA, NA, NA, 1, NA, NA, NA, 1, NA, N~
## $ scdw03   <dbl> NA, NA, NA, 2, NA, NA, NA, NA, 2, NA, NA, 2, NA, NA, NA, 2, NA, NA, NA, NA, NA, NA, NA, 2~
## $ dp01     <dbl> 1, 2, 2, NA, NA, 1, 1, NA, NA, 1, 2, NA, NA, 2, 2, NA, 1, NA, 2, 2, 2, NA, 1, NA, NA, 2, ~
## $ dp03     <dbl> 2, NA, NA, NA, NA, 1, 1, NA, NA, 1, NA, NA, NA, NA, NA, NA, 1, NA, NA, NA, NA, NA, 2, NA,~
## $ pmborn   <dbl> 12, NA, NA, NA, NA, 9, 3, NA, NA, 10, NA, NA, NA, NA, NA, NA, 1, NA, NA, NA, NA, NA, 4, N~
## $ pyborn   <dbl> 1965, NA, NA, NA, NA, 1997, 1987, NA, NA, 1968, NA, NA, NA, NA, NA, NA, 1964, NA, NA, NA,~
## $ page     <dbl> 55, NA, NA, NA, NA, 23, 34, NA, NA, 52, NA, NA, NA, NA, NA, NA, 57, NA, NA, NA, NA, NA, 5~
## $ pagec    <dbl> 4, NA, NA, NA, NA, 2, 3, NA, NA, 4, NA, NA, NA, NA, NA, NA, 4, NA, NA, NA, NA, NA, 4, NA,~
## $ peduc    <dbl> 5, NA, NA, NA, NA, 5, 5, NA, NA, 3, NA, NA, NA, NA, NA, NA, 2, NA, NA, NA, NA, NA, 3, NA,~
## $ pde06    <dbl> 0, NA, NA, NA, NA, 0, 0, NA, NA, 0, NA, NA, NA, NA, NA, NA, 0, NA, NA, NA, NA, NA, 0, NA,~
## $ pde07    <dbl> 0, NA, NA, NA, NA, 0, 0, NA, NA, 0, NA, NA, NA, NA, NA, NA, 0, NA, NA, NA, NA, NA, 0, NA,~
## $ pde08    <dbl> 1, NA, NA, NA, NA, 0, 0, NA, NA, 1, NA, NA, NA, NA, NA, NA, 1, NA, NA, NA, NA, NA, 1, NA,~
## $ pde09    <dbl> 1, NA, NA, NA, NA, 0, 0, NA, NA, 0, NA, NA, NA, NA, NA, NA, 0, NA, NA, NA, NA, NA, 0, NA,~
## $ pde10    <dbl> 0, NA, NA, NA, NA, 0, 0, NA, NA, 0, NA, NA, NA, NA, NA, NA, 0, NA, NA, NA, NA, NA, 0, NA,~
## $ pde12    <dbl> 0, NA, NA, NA, NA, 0, 0, NA, NA, 0, NA, NA, NA, NA, NA, NA, 0, NA, NA, NA, NA, NA, 0, NA,~
## $ pde11    <dbl> 0, NA, NA, NA, NA, 0, 0, NA, NA, 0, NA, NA, NA, NA, NA, NA, 0, NA, NA, NA, NA, NA, 0, NA,~
## $ pde13    <dbl> 0, NA, NA, NA, NA, 0, 0, NA, NA, 1, NA, NA, NA, NA, NA, NA, 0, NA, NA, NA, NA, NA, 0, NA,~
## $ pde14    <dbl> 1, NA, NA, NA, NA, 0, 0, NA, NA, 0, NA, NA, NA, NA, NA, NA, 0, NA, NA, NA, NA, NA, 0, NA,~
## $ pde15    <dbl> 0, NA, NA, NA, NA, 1, 1, NA, NA, 0, NA, NA, NA, NA, NA, NA, 0, NA, NA, NA, NA, NA, 0, NA,~
## $ pde16    <dbl> 0, NA, NA, NA, NA, 0, 0, NA, NA, 0, NA, NA, NA, NA, NA, NA, 0, NA, NA, NA, NA, NA, 0, NA,~
## $ pde05    <dbl> 0, NA, NA, NA, NA, 0, 0, NA, NA, 0, NA, NA, NA, NA, NA, NA, 0, NA, NA, NA, NA, NA, 0, NA,~
## $ pde17    <dbl> 3, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA~
## $ pde18    <dbl> NA, NA, NA, NA, NA, 1, 2, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,~
## $ pisced97 <dbl> 5, NA, NA, NA, NA, 5, 5, NA, NA, 5, NA, NA, NA, NA, NA, NA, 3, NA, NA, NA, NA, NA, 3, NA,~
## $ piscd11  <dbl> 7, NA, NA, NA, NA, 6, 7, NA, NA, 5, NA, NA, NA, NA, NA, NA, 3, NA, NA, NA, NA, NA, 3, NA,~
## $ pwork    <dbl> 1, NA, NA, NA, NA, 3, 1, NA, NA, NA, NA, NA, NA, NA, NA, NA, 1, NA, NA, NA, NA, NA, 1, NA~
## $ pdw01    <dbl> 5, NA, NA, NA, NA, NA, 5, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6, NA, NA, NA, NA, NA, 6, N~
## $ pdw02    <dbl> 52, NA, NA, NA, NA, NA, 53, NA, NA, NA, NA, NA, NA, NA, NA, NA, 62, NA, NA, NA, NA, NA, 6~
## $ pisco88  <dbl> 3416, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2122, NA, NA, NA, NA, N~
## $ psiops88 <dbl> 49, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 55, NA, NA, NA, NA, NA, 3~
## $ pisei88  <dbl> 50, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 71, NA, NA, NA, NA, NA, 3~
## $ pisco08  <dbl> 3323, NA, NA, NA, NA, NA, 3341, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2120, NA, NA, NA, NA,~
## $ psiops08 <dbl> 48.86, NA, NA, NA, NA, NA, 48.81, NA, NA, NA, NA, NA, NA, NA, NA, NA, 58.16, NA, NA, NA, ~
## $ pisei08  <dbl> 56.35, NA, NA, NA, NA, NA, 62.13, NA, NA, NA, NA, NA, NA, NA, NA, NA, 81.78, NA, NA, NA, ~
## $ peseg    <dbl> 33, NA, NA, NA, NA, 91, 33, NA, NA, NA, NA, NA, NA, NA, NA, NA, 21, NA, NA, NA, NA, NA, 6~
## $ pdw07    <dbl> 2, NA, NA, NA, NA, NA, 2, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2, NA, NA, NA, NA, NA, 2, N~
## $ pdw03    <dbl> NA, NA, NA, NA, NA, 1, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA~
## $ fdm01    <dbl> 996, 0, 0, 0, 996, 0, 0, NA, 0, 0, 200, 996, 0, 151, 163, 0, 0, 0, 996, 0, 0, 0, 0, 0, 0,~
## $ mdm01    <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 200, 996, 0, 100, 163, 996, 0, 0, 996, 0, 0, 0, 0, 0, 100, ~
## $ df44     <dbl> 1, 1, 1, 3, 1, 1, 2, 1, 1, 1, 1, 4, 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1,~
## $ fdw01    <dbl> 3, 5, 3, 9, 6, 3, 4, 6, 6, NA, 4, NA, 9, NA, 6, 5, 4, 5, 6, 5, 3, 1, 6, NA, 4, NA, 6, NA,~
## $ fdw02    <dbl> 22, 53, 23, 65, 64, 23, 41, 62, 62, NA, 40, NA, 65, NA, 61, 52, 40, 53, 64, 53, 22, 11, 6~
## $ fisco88  <dbl> 7412, 2149, 1300, 6100, 7129, 5122, NA, 7442, 3152, NA, NA, NA, NA, NA, 7141, 8323, 3442,~
## $ fsiops88 <dbl> 33, 56, 50, 38, 28, 31, NA, 27, 54, NA, NA, NA, NA, NA, 31, 32, 52, 44, 32, 36, 44, 38, 3~
## $ fisei88  <dbl> 31, 69, 51, 23, 30, 30, NA, 31, 50, NA, NA, NA, NA, NA, 29, 30, 57, 43, 26, 51, 30, 23, 3~
## $ fisco08  <dbl> 3122, NA, 1120, 6130, 3123, 3434, NA, 7536, 7543, NA, NA, NA, NA, NA, 7131, 8331, 3352, 4~
## $ fsiops08 <dbl> 45.94, NA, 64.51, 43.53, 45.94, 38.00, NA, 27.37, 38.81, NA, NA, NA, NA, NA, 30.92, 32.00~
## $ fisei08  <dbl> 40.54, NA, 70.34, 17.79, 37.83, 50.15, NA, 18.07, 43.19, NA, NA, NA, NA, NA, 22.77, 26.85~
## $ feseg    <dbl> 42, 1, 11, 1, 31, 42, 1, 62, 62, 80, 1, NA, 1, 80, 61, 65, 33, 51, 61, 52, 43, 41, 65, 80~
## $ mdw01    <dbl> 3, NA, NA, NA, NA, 5, 5, 6, 5, 6, NA, NA, 9, NA, 6, 5, NA, 5, NA, NA, NA, NA, 5, 5, NA, 5~
## $ mdw02    <dbl> 22, NA, NA, NA, NA, 52, 52, 62, 53, 61, NA, NA, 65, NA, 60, 51, NA, 53, NA, NA, NA, NA, 5~
## $ misco88  <dbl> 3419, NA, NA, NA, NA, 5123, NA, 3320, 5122, 7436, NA, NA, NA, NA, 9132, 5220, NA, 4132, N~
## $ msiops88 <dbl> 46, NA, NA, NA, NA, 21, NA, 50, 31, 26, NA, NA, NA, NA, 21, 32, NA, 44, NA, NA, NA, NA, 4~
## $ misei88  <dbl> 55, NA, NA, NA, NA, 34, NA, 38, 30, 33, NA, NA, NA, NA, 16, 43, NA, 43, NA, NA, NA, NA, 5~
## $ misco08  <dbl> 5223, NA, NA, NA, NA, 5131, NA, 3412, 5120, 7533, NA, NA, NA, NA, 9112, 5223, NA, 4110, N~
## $ msiops08 <dbl> 42.78, NA, NA, NA, NA, 21.67, NA, 49.00, 30.98, 26.00, NA, NA, NA, NA, 20.00, 42.78, NA, ~
## $ misei08  <dbl> 28.48, NA, NA, NA, NA, 25.04, NA, 52.72, 24.53, 21.24, NA, NA, NA, NA, 14.21, 28.48, NA, ~
## $ meseg    <dbl> 42, 99, 99, NA, 99, 71, 1, 34, 71, 62, NA, NA, 1, 99, 73, 71, 99, 51, NA, 99, 99, 99, 33,~
## $ feduc    <dbl> 2, 4, 2, 2, 2, 2, 5, 2, 2, 3, NA, 2, 2, 1, 2, 2, 2, 3, 2, 5, 3, 2, 2, 2, 2, NA, 3, NA, 2,~
## $ meduc    <dbl> 2, 2, NA, 2, 2, 3, 4, 2, 2, 2, NA, 2, 2, 2, 1, 2, 2, 3, 2, 5, 2, 5, 2, 2, 2, 3, 3, NA, 2,~
## $ fde01    <dbl> 9, 10, 6, NA, NA, 9, 6, 5, 9, 6, NA, 5, 5, 5, 9, 5, 5, 6, 9, 6, 5, 5, 5, 5, 11, NA, 5, NA~
## $ mde01    <dbl> 6, 6, 1, NA, NA, 6, 9, 5, 5, 1, NA, 5, 1, NA, 1, 5, NA, 6, 5, 6, 5, 11, 6, 6, 5, 6, 5, NA~
## $ fiscd975 <dbl> 5, 5, 3, 2, 2, 5, 4, 3, 5, 3, NA, 3, 3, 3, 5, 3, 3, 3, 5, 4, 3, 3, 3, 3, 5, NA, 3, NA, 3,~
## $ miscd975 <dbl> 3, 3, NA, 2, 2, 3, 5, 3, 3, 2, NA, 3, 2, 2, 1, 3, 2, 3, 3, 4, 3, 5, 3, 3, 3, 3, 3, NA, 3,~
## $ di01a    <dbl> NA, NA, NA, NA, NA, NA, 1900, NA, 1300, NA, 356, NA, NA, NA, NA, NA, NA, NA, NA, 2400, 40~
## $ di02a    <dbl> 10, 19, NA, 12, NA, NA, NA, 15, NA, 13, NA, 16, 13, 14, 16, 13, 16, 20, 16, NA, NA, NA, 1~
## $ incc     <dbl> 10, 19, NA, 12, NA, NA, 14, 15, 11, 13, 3, 16, 13, 14, 16, 13, 16, 20, 16, 16, 21, 22, 17~
## $ dh01     <dbl> 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 2, 2, 2, 1, 2, 2, 1, 2, 2, 1, 1, 1,~
## $ dh11     <dbl> NA, NA, NA, 1, 2, 1, 2, 1, 1, 4, 3, 1, 1, NA, NA, 2, 1, 3, NA, NA, NA, 3, NA, NA, 1, NA, ~
## $ dh04     <dbl> 1, 1, 1, 2, 3, 2, 3, 2, 2, 5, 4, 2, 2, 1, 1, 3, 2, 4, 1, 1, 1, 4, 1, 1, 2, 1, 1, 2, 2, 2,~
## $ dh09     <dbl> 1, 1, 1, 2, 3, 2, 2, 2, 2, 3, 4, 2, 2, 1, 1, 3, 2, 2, 1, 1, 1, 4, 1, 1, 2, 1, 1, 2, 2, 2,~
## $ hh2kin   <dbl> NA, NA, NA, 1, 1, 2, 2, 1, 1, 2, 16, NA, 1, NA, NA, 1, 2, 1, NA, NA, NA, 1, NA, NA, 1, NA~
## $ hh2sex   <dbl> NA, NA, NA, 2, 1, 2, 1, 1, 2, 1, 1, 2, 1, NA, NA, 1, 2, 2, NA, NA, NA, 2, NA, NA, 2, NA, ~
## $ hh2mborn <dbl> NA, NA, NA, NA, NA, 8, 3, NA, 12, NA, 10, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 3, NA, ~
## $ hh2yborn <dbl> NA, NA, NA, 1944, 1960, 1997, 1987, 1959, 1953, 1968, 1963, 1939, 1960, NA, NA, 1959, 196~
## $ hh2age   <dbl> NA, NA, NA, 77, 61, 23, 34, 62, 67, 53, 57, 82, 61, NA, NA, 62, 57, 45, NA, NA, NA, 48, N~
## $ hh2mstat <dbl> NA, NA, NA, 1, 1, 5, 5, 1, 1, 4, 3, NA, 1, NA, NA, 1, 5, 1, NA, NA, NA, 1, NA, NA, 1, NA,~
## $ hh3kin   <dbl> NA, NA, NA, NA, 3, NA, 3, NA, NA, 3, 16, NA, NA, NA, NA, 3, NA, 3, NA, NA, NA, 3, NA, NA,~
## $ hh3sex   <dbl> NA, NA, NA, NA, 1, NA, 2, NA, NA, 2, 1, NA, NA, NA, NA, 1, NA, 1, NA, NA, NA, 1, NA, NA, ~
## $ hh3mborn <dbl> NA, NA, NA, NA, NA, NA, 10, NA, NA, NA, 1, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 1, NA,~
## $ hh3yborn <dbl> NA, NA, NA, NA, 1999, NA, 2020, NA, NA, 2003, 1974, NA, NA, NA, NA, 1998, NA, 2013, NA, N~
## $ hh3age   <dbl> NA, NA, NA, NA, 22, NA, 0, NA, NA, 18, 47, NA, NA, NA, NA, 23, NA, 8, NA, NA, NA, 21, NA,~
## $ hh3mstat <dbl> NA, NA, NA, NA, 5, NA, 5, NA, NA, 5, 5, NA, NA, NA, NA, 5, NA, 5, NA, NA, NA, 5, NA, NA, ~
## $ hh4kin   <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, 3, 16, NA, NA, NA, NA, NA, NA, 3, NA, NA, NA, 3, NA, ~
## $ hh4sex   <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, 2, 1, NA, NA, NA, NA, NA, NA, 2, NA, NA, NA, 2, NA, N~
## $ hh4mborn <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 1, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 1, NA,~
## $ hh4yborn <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, 2006, 1982, NA, NA, NA, NA, NA, NA, 2013, NA, NA, NA,~
## $ hh4age   <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, 15, 39, NA, NA, NA, NA, NA, NA, 8, NA, NA, NA, 21, NA~
## $ hh4mstat <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, 5, 5, NA, NA, NA, NA, NA, NA, 5, NA, NA, NA, 5, NA, N~
## $ hh5kin   <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, 3, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA~
## $ hh5sex   <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, 1, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA~
## $ hh5mborn <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ hh5yborn <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, 2008, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,~
## $ hh5age   <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, 13, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ hh5mstat <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, 5, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA~
## $ hh6kin   <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ hh6sex   <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ hh6mborn <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ hh6yborn <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ hh6age   <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ hh6mstat <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ hh7kin   <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ hh7sex   <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ hh7mborn <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ hh7yborn <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ hh7age   <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ hh7mstat <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ hh8kin   <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ hh8sex   <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ hh8mborn <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ hh8yborn <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ hh8age   <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ hh8mstat <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ dh12     <dbl> 41, 51, 52, 11, 11, 21, 21, 11, 11, 21, 52, NA, 11, 51, 52, 11, 22, 11, 51, 51, 52, 11, 4~
## $ dh13     <dbl> 141, 151, 152, 111, 211, 121, 221, 111, 111, 221, 152, NA, 111, 151, 152, 211, 122, 211, ~
## $ dh14     <dbl> 3, 3, 4, 1, 5, 2, 6, 1, 1, 6, 4, NA, 1, 3, 4, 5, 2, 5, 3, 3, 4, 5, 3, 4, 1, 3, 3, 1, NA, ~
## $ dh15     <dbl> 10, 10, 10, 11, 20, 11, 20, 11, 11, 20, 60, NA, 11, 10, 10, 20, 11, 20, 10, 10, 10, 20, 1~
## $ dh16     <dbl> 0, 0, 0, 0, 1, 0, 1, 0, 0, 1, 0, NA, 0, 0, 0, 1, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0~
## $ dh17     <dbl> 54, 53, 89, 77, 22, 23, 0, 57, 67, 13, 39, 82, 55, 26, 38, 23, 54, 8, 49, 26, 83, 21, 48,~
## $ fh01     <dbl> NA, NA, NA, 1, 2, 2, 3, 3, 3, 3, NA, NA, 1, NA, NA, 3, NA, 4, NA, NA, NA, 3, NA, 2, NA, N~
## $ fh02     <dbl> NA, NA, NA, 1, 3, 3, 3, 5, 3, 3, NA, NA, 1, NA, NA, 2, NA, 3, NA, NA, NA, 3, NA, 3, NA, N~
## $ fh03     <dbl> NA, NA, NA, 5, 4, 5, 4, 5, 3, 3, NA, NA, 4, NA, NA, 2, NA, 4, NA, NA, NA, 4, NA, 5, NA, N~
## $ fh04     <dbl> NA, NA, NA, 1, 1, 3, 4, 1, 1, 1, NA, NA, 1, NA, NA, 2, NA, 2, NA, NA, NA, 1, NA, 1, NA, N~
## $ fh05     <dbl> NA, NA, NA, 5, 3, 3, 2, 1, 3, 3, NA, NA, 2, NA, NA, 3, NA, 3, NA, NA, NA, 5, NA, 1, NA, N~
## $ fh06     <dbl> NA, NA, NA, 1, 3, 3, 3, 1, 2, 2, NA, NA, 1, NA, NA, 3, NA, 4, NA, NA, NA, 3, NA, 2, NA, N~
## $ fh07     <dbl> NA, NA, NA, 2, 2, 4, 3, 1, 2, 2, NA, NA, 1, NA, NA, 4, NA, 2, NA, NA, NA, 3, NA, 2, NA, N~
## $ fh08     <dbl> NA, NA, NA, 4, 3, 3, 2, 3, 3, 3, NA, NA, 2, NA, NA, 2, NA, 3, NA, NA, NA, 4, NA, 1, NA, N~
## $ fh09     <dbl> NA, NA, NA, NA, NA, NA, 3, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 3, NA, NA, NA, NA, NA,~
## $ fh10     <dbl> NA, NA, NA, NA, NA, NA, 3, NA, NA, 2, NA, NA, NA, NA, NA, NA, NA, 2, NA, NA, NA, NA, NA, ~
## $ fh11     <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, 2, NA, NA, NA, NA, NA, NA, NA, 2, NA, NA, NA, NA, NA,~
## $ di01b    <dbl> NA, NA, NA, NA, NA, NA, 5000, NA, 1900, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6~
## $ di02b    <dbl> NA, NA, NA, 15, 19, 12, NA, 20, NA, NA, 3, 19, 19, NA, NA, 15, 19, 20, NA, NA, NA, NA, NA~
## $ di05     <dbl> NA, NA, NA, NA, NA, NA, 5000, NA, 1900, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2400, 400~
## $ di06     <dbl> 10, 19, NA, 15, 19, 12, NA, 20, NA, NA, 3, 19, 19, 14, 16, 15, 19, 20, 16, NA, NA, NA, 17~
## $ hhincc   <dbl> 10, 19, NA, 15, 19, 12, 23, 20, 14, NA, 3, 19, 19, 14, 16, 15, 19, 20, 16, 16, 21, 24, 17~
## $ dk05     <dbl> 2, 2, 1, NA, 1, 2, 2, 1, 1, 2, 1, 1, 1, 2, 2, 1, 1, 2, 1, 2, 2, 2, 2, 2, 1, 2, 2, NA, 2, ~
## $ dk06     <dbl> NA, NA, 2, NA, 4, NA, NA, 1, 3, NA, 3, 1, 2, NA, NA, 1, 2, NA, 2, NA, NA, NA, NA, NA, 1, ~
## $ kh1sex   <dbl> NA, NA, 2, NA, 1, NA, NA, 1, 1, NA, 2, 1, 2, NA, NA, 1, 2, NA, 2, NA, NA, NA, NA, NA, 1, ~
## $ kh1yborn <dbl> NA, NA, 1954, NA, 1978, NA, NA, 1989, 1975, NA, 1998, 1960, 1985, NA, NA, 1996, 1993, NA,~
## $ kh1age   <dbl> NA, NA, 66, NA, 42, NA, NA, 31, 45, NA, 22, 60, 36, NA, NA, 24, 27, NA, 17, NA, NA, NA, N~
## $ kh2sex   <dbl> NA, NA, 1, NA, 1, NA, NA, NA, 1, NA, 1, NA, 1, NA, NA, NA, 2, NA, 2, NA, NA, NA, NA, NA, ~
## $ kh2yborn <dbl> NA, NA, 1964, NA, 1980, NA, NA, NA, 1979, NA, 1999, NA, 1990, NA, NA, NA, 1996, NA, 2007,~
## $ kh2age   <dbl> NA, NA, 56, NA, 40, NA, NA, NA, 41, NA, 21, NA, 31, NA, NA, NA, 24, NA, 13, NA, NA, NA, N~
## $ kh3sex   <dbl> NA, NA, NA, NA, 2, NA, NA, NA, 2, NA, 1, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, ~
## $ kh3yborn <dbl> NA, NA, NA, NA, 1983, NA, NA, NA, 1984, NA, 1999, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,~
## $ kh3age   <dbl> NA, NA, NA, NA, 37, NA, NA, NA, 36, NA, 21, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ kh4sex   <dbl> NA, NA, NA, NA, 1, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA~
## $ kh4yborn <dbl> NA, NA, NA, NA, 1985, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,~
## $ kh4age   <dbl> NA, NA, NA, NA, 35, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ kh5sex   <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ kh5yborn <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ kh5age   <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ kh6sex   <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ kh6yborn <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ kh6age   <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ kh7sex   <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ kh7yborn <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ kh7age   <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ kh8sex   <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ kh8yborn <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ kh8age   <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N~
## $ aq01     <dbl> 4, 7, 8, 7, 7, 4, 4, 7, 5, 7, 6, NA, 7, 4, 3, 7, 7, 7, 4, 4, 7, 7, 4, 7, 3, 4, 4, 7, 4, 7~
## $ xh03     <dbl> 2, 1, 2, 2, 2, 1, 2, 2, 2, 2, 2, 1, 2, 1, 1, 2, 2, 2, 2, 1, 2, 2, 2, 2, 1, 1, 1, 2, 1, 2,~
## $ gs01     <dbl> 4, 3, 3, 3, 4, 1, 1, 4, 3, 4, 4, 3, 4, 4, 1, 1, 4, 1, 3, 1, 2, 4, 4, 3, 3, 2, 2, 3, 3, 4,~
## $ gd01     <dbl> NA, 9000, 2011, NA, NA, NA, 2012, NA, 1975, NA, NA, 1962, NA, NA, NA, 9000, 2014, 2010, 2~
## $ gd02     <dbl> NA, 53, 10, NA, NA, NA, 9, NA, 46, NA, NA, 59, NA, NA, NA, 58, 7, 11, 9, 2, 36, NA, 48, 5~
## $ dg13     <dbl> NA, NA, 5, NA, NA, NA, 6, NA, 1, NA, NA, 5, NA, NA, NA, NA, 1, 1, 1, 5, 1, NA, NA, 1, 5, ~
## $ dg08     <dbl> NA, 1, 2, NA, NA, NA, 1, NA, NA, NA, NA, NA, NA, NA, NA, 2, 1, 1, 1, 2, 2, NA, NA, NA, NA~
## $ dg09     <dbl> NA, NA, NA, NA, NA, NA, NA, NA, 2, NA, NA, 1, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 1, ~
## $ dg11     <dbl> NA, 1, 2, NA, NA, NA, 1, NA, 2, NA, NA, 1, NA, NA, NA, 1, 2, 2, 1, 2, 2, NA, 1, 2, 2, NA,~
## $ cf01     <dbl> NA, 2, 2, NA, NA, NA, NA, NA, NA, NA, NA, 1, NA, NA, NA, NA, 2, NA, NA, NA, 1, NA, 2, NA,~
## $ cf04     <dbl> 3, NA, NA, 2, NA, 1, 2, 4, 2, 1, 2, NA, 3, 1, 1, 2, NA, 1, 2, 1, NA, 1, NA, 2, NA, 1, NA,~
## $ cf05     <dbl> 4, 1, 1, 1, 1, 1, 3, 3, 2, 1, 4, 3, 3, 1, 3, 2, 2, 4, 2, 1, 2, 1, 3, 1, 2, 1, 1, NA, 1, 2~
## $ cf06     <dbl> 3, 1, 2, 1, 2, 1, 2, 4, 3, 2, 4, 2, 3, 1, 4, 1, 2, 3, 1, 2, 3, 2, 1, 2, 1, 2, 2, NA, 1, 3~
## $ cf07     <dbl> 4, 1, 2, 2, 2, 1, 3, 4, 2, 2, 4, 2, 3, 1, 4, 2, 3, 4, 1, 1, 2, 1, 3, 2, 2, 1, 1, NA, 2, 2~
## $ cf08     <dbl> 4, 1, 1, 1, 2, 1, 4, 3, 1, 1, 4, 3, 2, 1, 3, 2, 1, 3, 1, 1, 1, 1, 4, 1, 1, 1, 1, NA, 1, 1~
## $ cf09     <dbl> 4, 1, 1, 1, 1, 1, 3, 2, 3, 1, 4, 3, 2, 1, 3, 1, 4, 4, 2, 1, 1, 1, 3, 2, 3, 1, 2, NA, 2, 2~
## $ cf10     <dbl> 4, 2, 2, 2, 3, 2, 4, 3, 4, 2, 3, 2, 2, 3, 3, 1, 4, 3, 2, 2, 3, 1, 3, 2, 2, 2, 2, NA, 3, 3~
## $ cf11     <dbl> 4, 3, 4, NA, 3, 2, 3, 4, 4, 4, 4, 2, 3, 1, 4, 2, 4, 4, 2, 2, 4, 2, 4, 4, 3, 2, 3, NA, 3, ~
## $ pn12     <dbl> 3, 1, 3, 2, 2, 2, 2, 4, 1, 3, 3, 2, 2, 3, 2, 2, 2, 3, 2, 2, 2, 3, 3, 1, 2, 2, 2, NA, 2, 2~
## $ pn16     <dbl> 2, 1, 2, 2, 2, 2, 3, 3, 2, 3, 3, 1, 3, 3, 2, 2, 2, 3, 2, 1, 1, 3, 2, 1, 2, 1, 2, NA, 2, 3~
## $ pn17     <dbl> 2, 1, 4, 2, 3, 2, 2, 3, 3, 4, 3, 2, 3, 3, 2, 3, 3, 3, 2, 2, 3, 2, 2, 3, 3, 1, 2, NA, 3, 4~
## $ mp16     <dbl> 3, NA, NA, 3, 2, 4, 3, 2, 1, 3, 3, NA, 2, 2, 3, 2, NA, 2, 3, 2, NA, 2, NA, 3, NA, 4, NA, ~
## $ mp17     <dbl> 3, NA, NA, 3, 2, 2, 3, 2, 1, 2, 3, NA, 2, 1, 4, 2, NA, 3, 2, 2, NA, 2, NA, 2, NA, 4, NA, ~
## $ mp18     <dbl> 4, NA, NA, 4, 2, 4, 4, 2, 2, 2, 3, NA, 4, 3, 5, 3, NA, 3, 2, 2, NA, 3, NA, 3, NA, 5, NA, ~
## $ mp19     <dbl> 4, NA, NA, 4, 3, 4, 4, 2, 2, 3, 3, NA, 3, 3, 3, 3, NA, 4, 3, 3, NA, 2, NA, 3, NA, 5, NA, ~
## $ hp01     <dbl> NA, 2, 1, NA, NA, NA, 2, NA, 1, NA, NA, 3, NA, NA, NA, 2, 2, 1, 2, 2, 2, NA, 2, 2, 3, NA,~
## $ hp02     <dbl> NA, 1, 1, NA, NA, NA, 3, NA, 1, NA, NA, 2, NA, NA, NA, 3, 2, 1, 2, 2, 2, NA, 2, 2, 3, NA,~
## $ hp03     <dbl> NA, 1, 2, NA, NA, NA, 2, NA, 3, NA, NA, 3, NA, NA, NA, 4, 2, 3, 2, 1, 1, NA, 2, 2, 4, NA,~
## $ hp04     <dbl> NA, 1, 1, NA, NA, NA, 1, NA, 1, NA, NA, 2, NA, NA, NA, 2, 2, 1, 2, 1, 1, NA, 1, 1, 4, NA,~
## $ hp05     <dbl> NA, 1, 2, NA, NA, NA, 2, NA, 1, NA, NA, 4, NA, NA, NA, 2, 1, 1, 2, 1, 1, NA, 1, 1, 4, NA,~
## $ hp06     <dbl> NA, 1, 2, NA, NA, NA, 2, NA, 1, NA, NA, 2, NA, NA, NA, 3, 1, 1, 1, 1, 1, NA, 2, 1, 2, NA,~
## $ hp07     <dbl> NA, 1, 2, NA, NA, NA, 3, NA, 2, NA, NA, 3, NA, NA, NA, 3, 1, 2, 3, 2, 2, NA, 1, 3, 3, NA,~
## $ hp08     <dbl> NA, 3, 2, NA, NA, NA, 3, NA, 1, NA, NA, 3, NA, NA, NA, 2, 1, 1, 2, 1, 1, NA, 1, 2, 2, NA,~
## $ sm01     <dbl> 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, 2, 1, NA, 2, 2, 2, 2, 2, 2, 2, 1, 2, 2, 2, 2, 1, NA, 2, ~
## $ sm02     <dbl> 2, 2, 2, NA, 2, 2, 2, NA, 1, 1, NA, 1, NA, NA, NA, 2, 1, 2, 2, 2, 2, NA, 2, 1, 2, 2, NA, ~
## $ sm03     <dbl> 2, 2, 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, NA, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2~
## $ pv01     <dbl> 3, 1, 1, 6, NA, 1, 4, 2, 6, NA, 1, NA, NA, 3, 6, NA, 2, 4, 4, 4, 1, 4, NA, 2, 42, 4, 1, 1~
## $ ls01     <dbl> 8, 10, 9, 9, 8, 8, 7, 5, 5, 9, 6, 7, 7, 8, 6, 5, 7, 7, 7, 6, 4, 9, 3, 8, 3, 7, 7, 8, 7, 7~
## $ xs14     <dbl> 1, 1, 1, 1, 2, NA, NA, 1, NA, 1, NA, 2, 3, 3, 1, 1, 1, 1, 1, NA, NA, NA, 1, NA, 1, 1, NA,~
## $ xs01     <dbl> 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1,~
## $ xs02     <dbl> 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0,~
## $ xs03     <dbl> 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,~
## $ xs04     <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0,~
## $ xs05     <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,~
## $ xs06     <dbl> NA, NA, NA, NA, NA, NA, 2, NA, NA, NA, NA, 2, NA, 2, NA, NA, NA, NA, NA, NA, 3, NA, NA, N~
## $ xs11     <dbl> 22, 81, 121, 101, 59, 112, 84, 119, 29, 54, 63, 55, 136, 95, 39, 102, 93, 84, 121, 52, 72~
## $ xt01     <dbl> 18, 13, 11, 10, 13, 11, 10, 14, 30, 9, 17, 18, NA, 9, 10, 10, 21, 10, 10, 12, 12, 4, 23, ~
## $ xt02     <dbl> 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, NA, 6, 6, 6, 6, 6, 6, 6, 6, 7, 6, 6, 6, NA, 6, 7, 6, ~
## $ xt03     <dbl> 20210618, 20210613, 20210611, 20210610, 20210613, 20210611, 20210610, 20210614, 20210630,~
## $ xt04     <dbl> 14, 15, 14, 9, 13, 19, 20, 12, 12, 18, 18, 12, NA, 22, 14, 14, 10, 14, 17, 11, 15, 8, 7, ~
## $ xt05     <dbl> 25, 50, 15, 55, 30, 33, 53, 0, 38, 15, 58, 0, NA, 2, 10, 5, 0, 0, 0, 4, 36, 25, 50, 15, 4~
## $ xt06     <dbl> 14.25, 15.50, 14.15, 9.55, 13.30, 19.33, 20.53, 12.00, 12.38, 18.15, 18.58, 12.00, NA, 22~
## $ xt12     <dbl> 18, 13, 11, 10, 13, 11, 10, 14, 30, 9, 17, 25, 11, 17, 10, 10, 21, 10, 10, 12, 12, 4, 23,~
## $ xt13     <dbl> 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 7, 6, 6, 6, 6, 6, 6, 6, 6, 7, 6, 6, 6, 6, 6, 7, 6, 7,~
## $ xt14     <dbl> 20210618, 20210613, 20210611, 20210610, 20210613, 20210611, 20210610, 20210614, 20210630,~
## $ xt07     <dbl> 15, 17, 15, 23, 14, 20, 21, 12, 13, 19, 20, 12, 18, 21, 14, 15, 11, 14, 17, 11, 16, 9, 8,~
## $ xt08     <dbl> 0, 4, 30, 10, 35, 29, 35, 36, 49, 2, 47, 0, 0, 44, 35, 8, 30, 12, 25, 44, 10, 12, 30, 15,~
## $ xt09     <dbl> 15.00, 17.04, 15.30, 23.10, 14.35, 20.29, 21.35, 12.36, 13.49, 19.02, 20.47, 12.00, 18.00~
## $ xt10     <dbl> 35, 74, 75, 795, 65, 56, 42, 36, 71, 47, 109, 10080, NA, 11502, 25, 63, 90, 12, 25, 40, 3~
## $ xt10c    <dbl> 1, 3, 4, 5, 3, 2, 2, 1, 3, 2, 5, 6, NA, 6, 1, 3, 4, 1, 1, 2, 1, 2, 2, 3, 4, NA, 2, 4, 1, ~
## $ land     <dbl> 80, 50, 10, 160, 50, 90, 50, 70, 160, 60, 90, 120, 140, 60, 90, 50, 70, 50, 10, 60, 80, 9~
## $ bik      <dbl> 3, 3, 4, 2, 7, 8, 10, 4, 3, 4, 9, 10, NA, 3, 10, 8, 1, 10, 4, 10, 10, 7, 3, 2, 9, 10, 10,~
## $ gkpol    <dbl> 3, 3, 3, 2, 3, 6, 7, 1, 3, 3, 2, 4, NA, 3, 7, 6, 1, 7, 3, 7, 6, 3, 3, 2, 4, 4, 4, 3, 3, 1~
## $ wghtpew  <dbl> 1.2471753, 1.2471753, 1.2471753, 0.5066198, 1.2471753, 1.2471753, 1.2471753, 1.2471753, 0~
## $ wghtht   <dbl> 1.6857509, 1.6857509, 1.6857509, 0.8019616, 0.5619170, 0.8428755, 0.8428755, 0.8428755, 0~
## $ wghthew  <dbl> 1.2358977, 1.2358977, 1.2358977, 0.5295698, 1.2358977, 1.2358977, 1.2358977, 1.2358977, 0~
## $ wghthtew <dbl> 2.0834156, 2.0834156, 2.0834156, 0.4246947, 0.6944719, 1.0417078, 1.0417078, 1.0417078, 0~

2

Using base R, create a new object called allbus_institut_trust that contains all variables that assess how much people trust institutions (e.g., European Commission, Bundestag, police). To find the required variable names, you can check the codebook (search for “trust”) or have a look at the clue for this task.

Clues

The first variable we want to select for our subset is named pt01, and the last one is pt20. They appear consecutively in the data set. Remember that there are two options for selecting columns in base R: One is subsetting using [ ], the other is the subset() function.

solution

# Option 1
allbus_institut_trust <- allbus_2021[, c("pt01",
                               "pt02",
                               "pt03",
                               "pt04",
                               "pt06",
                               "pt07",
                               "pt08",
                               "pt09",
                               "pt10",
                               "pt11",
                               "pt12",
                               "pt14",
                               "pt15",
                               "pt19",
                               "pt20")]
# Option 2
allbus_institut_trust  <- subset(allbus_2021, TRUE, select = c(pt01:pt20))

3

Use a function from the dplyr package to create a new object named allbus_2021_info that only contains the (binary) variables that asked about the use of different devices for the individual Internet consumption. Again, you can consult the code book to find the right variable names (search for “Internet”) or have a look at the clue for this task, instead.

Clues

The first variable we want to select for our subset is named lm27, and the last one is lm34. They appear consecutively in the data set.

solution

allbus_2021_info <- allbus_2021 %>% 
  select(lm27:lm34)

4

Again, using a function from the tidyverse package dplyr, select only the character variables from the allbus_2021 data set and assign them to an object named allbus_char.

Clues

You need to use the selection helper where() for this task.

solution

allbus_2021_char <-allbus_2021 %>% 
  select(where(is.character))

5

After creating subsets of variables, let’s now rename those variables using dplyr functions again for the allbus_2021_info object in one step. First, rename the variables lm27 to internet_use_pc, lm28 to internet_use_laptop, and lm29 to internet_use_tablet. Then rename the variables lm30 lm31 lm32 lm33 , and lm34 to internet_use_smartphone, internet_use_TV, internet_use_playstation, internet_use_ebook, and internet_use_other, respectively, using a function from dplyr.

Clues

You can also rename variables within the select() command.

solution

allbus_2021_info <- allbus_2021 %>% 
  select(internet_use_pc = lm27,
         internet_use_laptop = lm28,
         internet_use_tablet = lm29,
         internet_use_smartphone = lm30,
         internet_use_TV = lm31,
         internet_use_playstation = lm32,
         internet_use_ebook = lm33,
         internet_use_other = lm34)

6

As the final task in this set of exercises, do the previous selection and renaming procedure in base R. That is, first rename the variables lm27 to internet_use_pc, lm28 to internet_use_laptop, and lm29 to internet_use_tablet with base R.

Then, rename the variables lm30 lm31 lm32 lm33 , and lm34 to internet_use_smartphone, internet_use_TV, internet_use_playstation, internet_use_ebook, and internet_use_other, respectively, using a function from dplyr.

When using the dplyr function for renaming the variables, assign the result to the same object name as before (i.e., overwrite the internet_use_pc object).

Clues

The base R function we need here is colnames(), and the dplyr function is rename(). Remember that the correct syntax the rename() function is new_name = old_name.

solution

colnames(allbus_2021)[colnames(allbus_2021) == "lm27"] <- "internet_use_pc"
colnames(allbus_2021)[colnames(allbus_2021) == "lm28"] <- "internet_use_laptop"
colnames(allbus_2021)[colnames(allbus_2021) == "lm29"] <- "internet_use_tablet"

# tidyverse (dplyr)
allbus_2021_info <- allbus_2021 %>% 
  rename(internet_use_smartphone = lm30,
         internet_use_TV = lm31,
         internet_use_playstation = lm32,
         internet_use_ebook = lm33,
         internet_use_other = lm34)