knitr::opts_chunk$set(
  warning = TRUE, # show warnings during codebook generation
  message = TRUE, # show messages during codebook generation
  error = TRUE, # do not interrupt codebook generation in case of errors,
                # usually better for debugging
  echo = TRUE  # show R code
)
ggplot2::theme_set(ggplot2::theme_bw())

Now, we’re preparing our data for the codebook.

library(tidyverse)
## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ dplyr     1.1.4     ✔ readr     2.1.5
## ✔ forcats   1.0.0     ✔ stringr   1.5.1
## ✔ ggplot2   3.5.0     ✔ tibble    3.2.1
## ✔ lubridate 1.9.3     ✔ tidyr     1.3.1
## ✔ purrr     1.0.2     
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag()    masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errors
library(codebook)
ds <- readRDS("data/processed/sosci_labelled.rds")

# don't show the reversed items twice
keep_vars <- setdiff(names(ds), str_sub(names(ds)[str_detect(names(ds), "_R$")], 1, -3))
ds <- ds %>% select(all_of(keep_vars))

Create codebook

codebook(ds)
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Warning: UNRELIABLE VALUE: Future ('<none>') unexpectedly generated random
## numbers without specifying argument 'seed'. There is a risk that those random
## numbers are not statistically sound and the overall results might be invalid.
## To fix this, specify 'seed=TRUE'. This ensures that proper, parallel-safe
## random numbers are produced via the L'Ecuyer-CMRG method. To disable this
## check, use 'seed=NULL', or set option 'future.rng.onMisuse' to "ignore".
## Error in getGlobalsAndPackages(expr, envir = envir, tweak = tweakExpression, : The total size of the 5 globals exported for future expression ('{; tryCatch({; codebook_component_scale(scale = scale, scale_name = var,; items = items, reliabilities = reliabilities[[var]],; indent = indent); }, error = function(e) stop("Could not summarise scale ",; var, ". ", e)); }') is 1.80 GiB.. This exceeds the maximum allowed size of 500.00 MiB (option 'future.globals.maxSize'). The three largest globals are 'reliabilities' (1.80 GiB of class 'list'), 'items' (26.63 KiB of class 'list') and 'scale' (5.89 KiB of class 'numeric')
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