Analysis results data for McNemar's statistical test. We have two functions depending on the structure of the data.
ard_stats_mcnemar_test()
is the structure expected bystats::mcnemar.test()
ard_stats_mcnemar_test_long()
is one row per ID per group
Usage
ard_stats_mcnemar_test(data, by, variables, ...)
ard_stats_mcnemar_test_long(data, by, variables, id, ...)
Arguments
- data
(
data.frame
)
a data frame. See below for details.- by
(
tidy-select
)
column name to compare by.- variables
(
tidy-select
)
column names to be compared. Independent tests will be computed for each variable.- ...
arguments passed to
stats::mcnemar.test(...)
- id
(
tidy-select
)
column name of the subject or participant ID
Details
For the ard_stats_mcnemar_test()
function, the data is expected to be one row per subject.
The data is passed as stats::mcnemar.test(x = data[[variable]], y = data[[by]], ...)
.
Please use table(x = data[[variable]], y = data[[by]])
to check the contingency table.
Examples
cards::ADSL |>
ard_stats_mcnemar_test(by = "SEX", variables = "EFFFL")
#> {cards} data frame: 5 x 9
#> group1 variable context stat_name stat_label stat
#> 1 SEX EFFFL stats_mc… statistic X-square… 111.91
#> 2 SEX EFFFL stats_mc… p.value p-value 0
#> 3 SEX EFFFL stats_mc… parameter Degrees … 1
#> 4 SEX EFFFL stats_mc… method method McNemar'…
#> 5 SEX EFFFL stats_mc… correct correct TRUE
#> ℹ 3 more variables: fmt_fn, warning, error
set.seed(1234)
cards::ADSL[c("USUBJID", "TRT01P")] |>
dplyr::mutate(TYPE = "PLANNED") |>
dplyr::rename(TRT01 = TRT01P) %>%
dplyr::bind_rows(dplyr::mutate(., TYPE = "ACTUAL", TRT01 = sample(TRT01))) |>
ard_stats_mcnemar_test_long(
by = TYPE,
variable = TRT01,
id = USUBJID
)
#> {cards} data frame: 5 x 9
#> group1 variable context stat_name stat_label stat
#> 1 TYPE TRT01 stats_mc… statistic X-square… 1.353
#> 2 TYPE TRT01 stats_mc… p.value p-value 0.717
#> 3 TYPE TRT01 stats_mc… parameter Degrees … 3
#> 4 TYPE TRT01 stats_mc… method method McNemar'…
#> 5 TYPE TRT01 stats_mc… correct correct TRUE
#> ℹ 3 more variables: fmt_fn, warning, error