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ellipses

Plot data and 1 and 2 sigma correlation ellipses


Description

For teaching correlation, it is useful to draw ellipses around the mean to reflect the correlation. This variation of the ellipse function from John Fox's car package does so. Input may be either two vectors or a matrix or data.frame. In the latter cases, if the number of variables >2, then the ellipses are done in the pairs.panels function. Ellipses may be added to existing plots. The minkowski function is included as a generalized ellipse.

Usage

ellipses(x, y = NULL, add = FALSE, smooth=TRUE, lm=FALSE,data=TRUE, n = 2,
 span=2/3, iter=3, col = "red", xlab =NULL,ylab= NULL,size=c(1,2), ...)
minkowski(r=2,add=FALSE,main=NULL,xl=1,yl=1)

Arguments

x

a vector,matrix, or data.frame

y

Optional second vector

add

Should a new plot be created, or should it be added to?

smooth

smooth = TRUE -> draw a loess fit

lm

lm=TRUE -> draw the linear fit

data

data=TRUE implies draw the data points

n

Should 1 or 2 ellipses be drawn

span

averaging window parameter for the lowess fit

iter

iteration parameter for lowess

col

color of ellipses (default is red

xlab

label for the x axis

ylab

label for the y axis

size

The size of ellipses in sd units (defaults to 1 and 2)

...

Other parameters for plotting

r

r=1 draws a city block, r=2 is a Euclidean circle, r > 2 tends towards a square

main

title to use when drawing Minkowski circles

xl

stretch the x axis

yl

stretch the y axis

Details

Ellipse dimensions are calculated from the correlation between the x and y variables and are scaled as sqrt(1+r) and sqrt(1-r). They are then scaled as size[1] and size[2] standard deviation units. To scale for 95 and 99 percent confidence use c(1.64,2.32)

Value

A single plot (for 2 vectors or data frames with fewer than 3 variables. Otherwise a call is made to pairs.panels.

Note

Adapted from John Fox's ellipse and data.ellipse functions.

Author(s)

William Revelle

References

Galton, Francis (1888), Co-relations and their measurement. Proceedings of the Royal Society. London Series, 45, 135-145.

See Also

Examples

data(psychTools::galton)
galton <- psychTools::galton
ellipses(galton,lm=TRUE)

ellipses(galton$parent,galton$child,xlab="Mid Parent Height",
                  ylab="Child Height") #input are two vectors
data(sat.act)
ellipses(sat.act)  #shows the pairs.panels ellipses
minkowski(2,main="Minkowski circles")
minkowski(1,TRUE)
minkowski(4,TRUE)

psych

Procedures for Psychological, Psychometric, and Personality Research

v2.1.3
GPL (>= 2)
Authors
William Revelle [aut, cre] (<https://orcid.org/0000-0003-4880-9610>)
Initial release
2021-03-21

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