Create a set of variable parameters/function arguments to be used in call_derivation()
.
See also
Other Advanced Functions:
list_tte_source_objects()
Examples
library(dplyr, warn.conflicts = FALSE)
adsl <- tribble(
~STUDYID, ~USUBJID, ~TRTSDT, ~TRTEDT,
"PILOT01", "01-1307", NA, NA,
"PILOT01", "05-1377", "2014-01-04", "2014-01-25",
"PILOT01", "06-1384", "2012-09-15", "2012-09-24",
"PILOT01", "15-1085", "2013-02-16", "2013-08-18",
"PILOT01", "16-1298", "2013-04-08", "2013-06-28"
) %>%
mutate(
across(TRTSDT:TRTEDT, as.Date)
)
ae <- tribble(
~STUDYID, ~DOMAIN, ~USUBJID, ~AESTDTC, ~AEENDTC,
"PILOT01", "AE", "06-1384", "2012-09-15", "2012-09-29",
"PILOT01", "AE", "06-1384", "2012-09-15", "2012-09-29",
"PILOT01", "AE", "06-1384", "2012-09-23", "2012-09-29",
"PILOT01", "AE", "06-1384", "2012-09-23", "2012-09-29",
"PILOT01", "AE", "06-1384", "2012-09-15", "2012-09-29",
"PILOT01", "AE", "06-1384", "2012-09-15", "2012-09-29",
"PILOT01", "AE", "06-1384", "2012-09-15", "2012-09-29",
"PILOT01", "AE", "06-1384", "2012-09-15", "2012-09-29",
"PILOT01", "AE", "06-1384", "2012-09-23", "2012-09-29",
"PILOT01", "AE", "06-1384", "2012-09-23", "2012-09-29",
"PILOT01", "AE", "16-1298", "2013-06-08", "2013-07-06",
"PILOT01", "AE", "16-1298", "2013-06-08", "2013-07-06",
"PILOT01", "AE", "16-1298", "2013-04-22", "2013-07-06",
"PILOT01", "AE", "16-1298", "2013-04-22", "2013-07-06",
"PILOT01", "AE", "16-1298", "2013-04-22", "2013-07-06",
"PILOT01", "AE", "16-1298", "2013-04-22", "2013-07-06"
)
adae <- ae %>%
select(USUBJID, AESTDTC, AEENDTC) %>%
derive_vars_merged(
dataset_add = adsl,
new_vars = exprs(TRTSDT, TRTEDT),
by_vars = exprs(USUBJID)
)
## In order to derive both `ASTDT` and `AENDT` in `ADAE`, one can use `derive_vars_dt()`
adae %>%
derive_vars_dt(
new_vars_prefix = "AST",
dtc = AESTDTC,
date_imputation = "first",
min_dates = exprs(TRTSDT),
max_dates = exprs(TRTEDT)
) %>%
derive_vars_dt(
new_vars_prefix = "AEN",
dtc = AEENDTC,
date_imputation = "last",
min_dates = exprs(TRTSDT),
max_dates = exprs(TRTEDT)
)
#> # A tibble: 16 × 7
#> USUBJID AESTDTC AEENDTC TRTSDT TRTEDT ASTDT AENDT
#> <chr> <chr> <chr> <date> <date> <date> <date>
#> 1 06-1384 2012-09-15 2012-09-29 2012-09-15 2012-09-24 2012-09-15 2012-09-29
#> 2 06-1384 2012-09-15 2012-09-29 2012-09-15 2012-09-24 2012-09-15 2012-09-29
#> 3 06-1384 2012-09-23 2012-09-29 2012-09-15 2012-09-24 2012-09-23 2012-09-29
#> 4 06-1384 2012-09-23 2012-09-29 2012-09-15 2012-09-24 2012-09-23 2012-09-29
#> 5 06-1384 2012-09-15 2012-09-29 2012-09-15 2012-09-24 2012-09-15 2012-09-29
#> 6 06-1384 2012-09-15 2012-09-29 2012-09-15 2012-09-24 2012-09-15 2012-09-29
#> 7 06-1384 2012-09-15 2012-09-29 2012-09-15 2012-09-24 2012-09-15 2012-09-29
#> 8 06-1384 2012-09-15 2012-09-29 2012-09-15 2012-09-24 2012-09-15 2012-09-29
#> 9 06-1384 2012-09-23 2012-09-29 2012-09-15 2012-09-24 2012-09-23 2012-09-29
#> 10 06-1384 2012-09-23 2012-09-29 2012-09-15 2012-09-24 2012-09-23 2012-09-29
#> 11 16-1298 2013-06-08 2013-07-06 2013-04-08 2013-06-28 2013-06-08 2013-07-06
#> 12 16-1298 2013-06-08 2013-07-06 2013-04-08 2013-06-28 2013-06-08 2013-07-06
#> 13 16-1298 2013-04-22 2013-07-06 2013-04-08 2013-06-28 2013-04-22 2013-07-06
#> 14 16-1298 2013-04-22 2013-07-06 2013-04-08 2013-06-28 2013-04-22 2013-07-06
#> 15 16-1298 2013-04-22 2013-07-06 2013-04-08 2013-06-28 2013-04-22 2013-07-06
#> 16 16-1298 2013-04-22 2013-07-06 2013-04-08 2013-06-28 2013-04-22 2013-07-06
## While `derive_vars_dt()` can only add one variable at a time, using `call_derivation()`
## one can add multiple variables in one go.
## The function arguments which are different from a variable to another (e.g. `new_vars_prefix`,
## `dtc`, and `date_imputation`) are specified as a list of `params()` in the `variable_params`
## argument of `call_derivation()`. All other arguments which are common to all variables
## (e.g. `min_dates` and `max_dates`) are specified outside of `variable_params` (i.e. in `...`).
call_derivation(
dataset = adae,
derivation = derive_vars_dt,
variable_params = list(
params(dtc = AESTDTC, date_imputation = "first", new_vars_prefix = "AST"),
params(dtc = AEENDTC, date_imputation = "last", new_vars_prefix = "AEN")
),
min_dates = exprs(TRTSDT),
max_dates = exprs(TRTEDT)
)
#> # A tibble: 16 × 7
#> USUBJID AESTDTC AEENDTC TRTSDT TRTEDT ASTDT AENDT
#> <chr> <chr> <chr> <date> <date> <date> <date>
#> 1 06-1384 2012-09-15 2012-09-29 2012-09-15 2012-09-24 2012-09-15 2012-09-29
#> 2 06-1384 2012-09-15 2012-09-29 2012-09-15 2012-09-24 2012-09-15 2012-09-29
#> 3 06-1384 2012-09-23 2012-09-29 2012-09-15 2012-09-24 2012-09-23 2012-09-29
#> 4 06-1384 2012-09-23 2012-09-29 2012-09-15 2012-09-24 2012-09-23 2012-09-29
#> 5 06-1384 2012-09-15 2012-09-29 2012-09-15 2012-09-24 2012-09-15 2012-09-29
#> 6 06-1384 2012-09-15 2012-09-29 2012-09-15 2012-09-24 2012-09-15 2012-09-29
#> 7 06-1384 2012-09-15 2012-09-29 2012-09-15 2012-09-24 2012-09-15 2012-09-29
#> 8 06-1384 2012-09-15 2012-09-29 2012-09-15 2012-09-24 2012-09-15 2012-09-29
#> 9 06-1384 2012-09-23 2012-09-29 2012-09-15 2012-09-24 2012-09-23 2012-09-29
#> 10 06-1384 2012-09-23 2012-09-29 2012-09-15 2012-09-24 2012-09-23 2012-09-29
#> 11 16-1298 2013-06-08 2013-07-06 2013-04-08 2013-06-28 2013-06-08 2013-07-06
#> 12 16-1298 2013-06-08 2013-07-06 2013-04-08 2013-06-28 2013-06-08 2013-07-06
#> 13 16-1298 2013-04-22 2013-07-06 2013-04-08 2013-06-28 2013-04-22 2013-07-06
#> 14 16-1298 2013-04-22 2013-07-06 2013-04-08 2013-06-28 2013-04-22 2013-07-06
#> 15 16-1298 2013-04-22 2013-07-06 2013-04-08 2013-06-28 2013-04-22 2013-07-06
#> 16 16-1298 2013-04-22 2013-07-06 2013-04-08 2013-06-28 2013-04-22 2013-07-06
## The above call using `call_derivation()` is equivalent to the call using `derive_vars_dt()`
## to derive variables `ASTDT` and `AENDT` separately at the beginning.