process_truncate_by_iqr: Truncate columns of datamatrix at datamatrix specific...

In matherealize/simdata: Generate Simulated Datasets

Truncate columns of datamatrix at datamatrix specific thresholds

Description

Truncation based on the interquartile range to be applied to a dataset.

Usage

process_truncate_by_iqr(x, truncate_multipliers = NA, only_numeric = TRUE)

Arguments

x	Matrix or Data.frame.
truncate_multipliers	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.
only_numeric	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).

Details

Truncation is processed as follows:

1. Compute the 1st and 3rd quartile q1 / q3 of variables in x.

2. Multiply these quantities by values in truncate_multipliers to obtain L and U. If a value is NA, the corresponding variable is not truncated.

3. 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

Value

Matrix or data.frame of same dimensions as input.

matherealize/simdata documentation built on Dec. 5, 2024, 4:17 a.m.