#^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
#
# Remove the Central Value (mean) from a Regressor Step ------------------------
#
#^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
StepCenter <- R6Class(
classname = "step_center",
inherit = Step,
public = list(
column_values = c(),
na_rm = NA,
fun = NULL,
# step specific variables
initialize = function(terms,
na_rm = TRUE,
fun = collapse::fmean,
role = "predictor",
...) {
# get function parameters to pass to parent
terms <- substitute(terms)
env_list <- get_function_arguments()
env_list$step_name <- "step_center"
env_list$type <- "modify"
super$initialize(
terms = terms,
env_list[names(env_list) != "terms"],
...
)
self$na_rm <- na_rm
self$fun <- fun
invisible(self)
},
prep = function(data) {
self$column_values <- self$fun(data, na.rm = self$na_rm)
},
# subtract the central value from a column
bake = function(s) {
s[["result"]][self$columns] <- s[["result"]][self$columns] %r-% self$column_values
return(NULL)
}
)
)
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