Truncation based on the interquartile range to be applied to a dataset.
process_truncate_by_iqr(x, truncate_multipliers = NA, only_numeric = TRUE)Matrix or data.frame of same dimensions as input.
Matrix or Data.frame.
Vector of truncation parameters. Either a single value which is
replicated as necessary or of same dimension as ncol(x).
If any vector entry is NA, the corresponding column will not be
truncated. If named, then the names must correspond to columnnames in x,
and only specified columns will be processed. See details.
If TRUE and if x is a data.frame, then only columns of type numeric will
be processed. Otherwise all columns will be processed (e.g. also in the
case that x is a matrix).
Truncation is processed as follows:
Compute the 1st and 3rd quartile q1 / q3 of variables in x.
Multiply these quantities by values in truncate_multipliers to obtain
L and U. If a value is NA, the corresponding variable is not truncated.
Set any value smaller / larger than L / U to L / U.
Truncation multipliers can be specified in three ways (note that whenever
only_numeric is set to TRUE, then only numeric columns are affected):
A single numeric - then all columns will be processed in the same way
A numeric vector without names - it is assumed that the length can be
replicated to the number of columns in x, each column is processed by the
corresponding value in the vector
A numeric vector with names - length can differ from the columns in
x and only the columns for which the names occur in the vector are
processed