grouseticks | R Documentation |
Number of ticks on the heads of red grouse chicks
sampled in the field (grouseticks
)
and an aggregated version (grouseticks_agg
); see original source for more details
data(grouseticks)
INDEX
(factor) chick number (observation level)
TICKS
number of ticks sampled
BROOD
(factor) brood number
HEIGHT
height above sea level (meters)
YEAR
year (-1900)
LOCATION
(factor) geographic location code
cHEIGHT
centered height, derived from HEIGHT
meanTICKS
mean number of ticks by brood
varTICKS
variance of number of ticks by brood
grouseticks_agg
is just a brood-level
aggregation of the data
Robert Moss, via David Elston
Elston, D. A., R. Moss, T. Boulinier, C. Arrowsmith, and X. Lambin. 2001. "Analysis of Aggregation, a Worked Example: Numbers of Ticks on Red Grouse Chicks." Parasitology 122 (05): 563-569. doi:10.1017/S0031182001007740. http://journals.cambridge.org/action/displayAbstract?fromPage=online&aid=82701.
data(grouseticks) ## Figure 1a from Elston et al par(las=1,bty="l") tvec <- c(0,1,2,5,20,40,80) pvec <- c(4,1,3) with(grouseticks_agg,plot(1+meanTICKS~HEIGHT, pch=pvec[factor(YEAR)], log="y",axes=FALSE, xlab="Altitude (m)", ylab="Brood mean ticks")) axis(side=1) axis(side=2,at=tvec+1,label=tvec) box() abline(v=405,lty=2) ## Figure 1b with(grouseticks_agg,plot(varTICKS~meanTICKS, pch=4, xlab="Brood mean ticks", ylab="Within-brood variance")) curve(1*x,from=0,to=70,add=TRUE) ## Model fitting form <- TICKS~YEAR+HEIGHT+(1|BROOD)+(1|INDEX)+(1|LOCATION) (full_mod1 <- glmer(form, family="poisson",data=grouseticks))