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 |
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:
Johnson Li johnson.li@umanitoba.ca (ORCID)
See Also
Useful links:
Report bugs at https://github.com/Aurora-UofM/correlationr/issues
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)