Type: Package
Title: Conduct Robust Correlations on Non-Normal Data
Version: 0.1.0
Maintainer: Aurora Robert <roberta5@myumanitoba.ca>
Description: Allows you to conduct robust correlations on your non-normal data set. The robust correlations included in the package are median-absolute-deviation and median-based correlations. Li, J.C.H. (2022) <doi:10.5964/meth.8467>.
URL: https://liqas.org/1-correlationr-package/, https://github.com/Aurora-UofM/correlationr
BugReports: https://github.com/Aurora-UofM/correlationr/issues
License: GPL-3
Encoding: UTF-8
Depends: R (≥ 3.5)
RoxygenNote: 7.3.2
LazyData: true
Imports: dplyr, stats
NeedsCompilation: no
Packaged: 2025-04-09 14:18:49 UTC; aurorarobert
Author: Johnson Li ORCID iD [aut], Aurora Robert ORCID iD [cre, aut]
Repository: CRAN
Date/Publication: 2025-04-10 09:40:05 UTC

correlationr: Conduct Robust Correlations on Non-Normal Data

Description

Allows you to conduct robust correlations on your non-normal data set. The robust correlations included in the package are median-absolute-deviation and median-based correlations. Li, J.C.H. (2022) doi: 10.5964/meth.8467.

Author(s)

Maintainer: Aurora Robert roberta5@myumanitoba.ca (ORCID)

Authors:

See Also

Useful links:


Data collected for Swim Time

Description

Contains four continuous variables.

Usage

SwimLessons

Format

A data frame with 200 rows and 4 variables:

Age

The age of the person taking swim lessons

SwimTime

The quantity of time the person spent swimming

Temp

The temperature of the water during the swim lesson

UV

The UV index during the swim lesson

Source

Created in-house to serve as an example dataset for the package correlationr.

Examples

 data(SwimLessons)

Median Absolute Deviation (MAD) Correlations

Description

Performs a median-absolute-deviation correlation which is used to examine whether two continuous variables (X and Y) are linearly related using a deviate estimation, called the median absolute deviation.

Usage

rMAD(x, y)

Arguments

x

a continuous variable

y

a continuous variable

Value

a correlation value (r) that ranges from -1 to +1

Examples

rMAD(SwimLessons$Temp, SwimLessons$SwimTime)

Median Based (MED) Correlations

Description

Performs a median based correlation which is used to examine whether two continuous variables (X and Y) are linearly related using a median correlation coefficient.

Usage

rMED(x, y)

Arguments

x

a continuous variable

y

a continuous variable

Value

a correlation value (r) that ranges from -1 to +1

Examples

rMED(SwimLessons$Temp, SwimLessons$SwimTime)