This function checks the variables in the dataset against the variables defined in the metacore specifications. If everything matches the function will return `TRUE` and a message starting everything is as expected. If there are additional or missing variables and error will explain the discrepancies
Arguments
- data
Dataset to check
- metacore
metacore object that only contains the specifications for the dataset of interest.
- dataset_name
Optional string to specify the dataset. This is only needed if the metacore object provided hasn't already been subsetted.
Examples
library(haven)
library(metacore)
library(magrittr)
load(metacore_example("pilot_ADaM.rda"))
spec <- metacore %>% select_dataset("ADSL")
data <- read_xpt(metatools_example("adsl.xpt"))
check_variables(data, spec)
#> No missing or extra variables
#> # A tibble: 254 × 49
#> STUDYID USUBJID SUBJID SITEID SITEGR1 ARM TRT01P TRT01PN TRT01A TRT01AN
#> <chr> <chr> <chr> <chr> <chr> <chr> <chr> <dbl> <chr> <dbl>
#> 1 CDISCPILOT… 01-701… 1015 701 701 Plac… Place… 0 Place… 0
#> 2 CDISCPILOT… 01-701… 1023 701 701 Plac… Place… 0 Place… 0
#> 3 CDISCPILOT… 01-701… 1028 701 701 Xano… Xanom… 81 Xanom… 81
#> 4 CDISCPILOT… 01-701… 1033 701 701 Xano… Xanom… 54 Xanom… 54
#> 5 CDISCPILOT… 01-701… 1034 701 701 Xano… Xanom… 81 Xanom… 81
#> 6 CDISCPILOT… 01-701… 1047 701 701 Plac… Place… 0 Place… 0
#> 7 CDISCPILOT… 01-701… 1097 701 701 Xano… Xanom… 54 Xanom… 54
#> 8 CDISCPILOT… 01-701… 1111 701 701 Xano… Xanom… 54 Xanom… 54
#> 9 CDISCPILOT… 01-701… 1115 701 701 Xano… Xanom… 54 Xanom… 54
#> 10 CDISCPILOT… 01-701… 1118 701 701 Plac… Place… 0 Place… 0
#> # … with 244 more rows, and 39 more variables: TRTSDT <date>, TRTEDT <date>,
#> # TRTDURD <dbl>, AVGDD <dbl>, CUMDOSE <dbl>, AGE <dbl>, AGEGR1 <chr>,
#> # AGEGR1N <dbl>, AGEU <chr>, RACE <chr>, RACEN <dbl>, SEX <chr>,
#> # ETHNIC <chr>, SAFFL <chr>, ITTFL <chr>, EFFFL <chr>, COMP8FL <chr>,
#> # COMP16FL <chr>, COMP24FL <chr>, DISCONFL <chr>, DSRAEFL <chr>, DTHFL <chr>,
#> # BMIBL <dbl>, BMIBLGR1 <chr>, HEIGHTBL <dbl>, WEIGHTBL <dbl>, EDUCLVL <dbl>,
#> # DISONSDT <date>, DURDIS <dbl>, DURDSGR1 <chr>, VISIT1DT <date>, …