leafshape {DAAG} | R Documentation |
Full Leaf Shape Data Set
Description
Leaf length, width and petiole measurements taken at various
sites worldwide. The leafshape17
data frame is the
subset that has data for North Queensland sites.
Usage
data(leafshape)
data(leafshape17)
Format
This data frame contains the following columns:
- bladelen
leaf length (in mm)
- petiole
a numeric vector
- bladewid
leaf width (in mm)
- latitude
latitude
- logwid
natural logarithm of width
- logpet
logarithm of petiole
- loglen
logarithm of length
- arch
leaf architecture (0 = plagiotropic, 1 = orthotropic
- location
a factor with levels
Sabah
,Panama
,Costa Rica
,N Queensland
,S Queensland
,Tasmania
Source
King, D.A. and Maindonald, J.H. 1999. Tree architecture in relation to leaf dimensions and tree stature in temperate and tropical rain forests. Journal of Ecology 87: 1012-1024.
Examples
library(MASS)
leaf17.lda <- lda(arch ~ logwid+loglen, data=leafshape17)
leaf17.hat <- predict(leaf17.lda)
leaf17.lda
table(leafshape17$arch, leaf17.hat$class)
pause()
tab <- table(leafshape17$arch, leaf17.hat$class)
sum(tab[row(tab)==col(tab)])/sum(tab)
leaf17cv.lda <- lda(arch ~ logwid+loglen, data=leafshape17, CV=TRUE)
tab <- table(leafshape17$arch, leaf17cv.lda$class)
pause()
leaf17.glm <- glm(arch ~ logwid + loglen, family=binomial, data=leafshape17)
options(digits=3)
summary(leaf17.glm)$coef
pause()
leaf17.one <- cv.binary(leaf17.glm)
table(leafshape17$arch, round(leaf17.one$internal)) # Resubstitution
pause()
table(leafshape17$arch, round(leaf17.one$cv)) # Cross-validation
[Package DAAG version 1.25.6 Index]