Created
November 13, 2013 13:42
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ggplot2 approach to plotting the results of the candisc function found in the candisc package with 95% confidence ellipses.
Needs editing to be completely compatible with candisc.
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gg.candisc.plot <- function(candisc.object){ | |
# Plot with ellipses using ggplot2 #### | |
require(grid) | |
require(ggplot2) | |
require(devtools) | |
require(digest) | |
#For info : http://stackoverflow.com/questions/2397097/how-can-a-data-ellipse-be-superimposed-on-a-ggplot2-scatterplot | |
source_url("https://raw.github.com/low-decarie/FAAV/master/r/stat-ellipse.R") | |
#Nicer theme | |
theme_set(theme_bw()) | |
#Basic score plot | |
labels <- names(candisc.object$scores)[1] | |
can.plot <- qplot(data=candisc.object$scores, | |
x=Can1, | |
y=Can2, | |
colour=get(labels))+ | |
stat_ellipse()+ #Add ellipses | |
coord_equal() | |
#Add arrows | |
#Create arrow coordinates | |
arrow.coord <- data.frame(x=0,y=0, | |
xend=candisc.object$structure[,1],yend=candisc.object$structure[,2], | |
variable=row.names(candisc.object$structure)) | |
#Enlarge arrows | |
enlarge <- 3 | |
arrow.coord$xend <- enlarge*arrow.coord$xend | |
arrow.coord$yend <- enlarge*arrow.coord$yend | |
#Plot arrows | |
can.plot <- can.plot+geom_segment(data=arrow.coord, | |
colour=I("black"), | |
aes(x=x, | |
y=y, | |
xend=xend, | |
yend=yend), | |
arrow = arrow(length = unit(0.5,"cm"))) | |
#Add arrow labels | |
can.plot <- can.plot+geom_text(data=arrow.coord, | |
colour=I("black"), | |
aes(x=xend, | |
y=yend, | |
label=variable, | |
hjust=0.5, | |
vjust=0.5)) | |
print(can.plot) | |
} |
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