Insect Damages on Carrots
The damage carrots data set from Phelps (1982) was used by McCullagh
and Nelder (1989) in order to illustrate diagnostic techniques because
of the presence of an outlier. In a soil experiment trial with three
blocks, eight levels of insecticide were applied and the carrots were
tested for insect damage.
A data frame with 24 observations on the following 4 variables.
integer giving the number of carrots with insect damage.
integer giving the total number of carrots per
a numeric vector giving log(dose) values (eight
different levels only).
factor with levels
Phelps, K. (1982).
Use of the complementary log-log function to describe doseresponse
relationships in insecticide evaluation field trials.
In R. Gilchrist (Ed.), Lecture Notes in Statistics, No. 14.
GLIM.82: Proceedings of the International Conference on Generalized
Linear Models; Springer-Verlag.
McCullagh P. and Nelder, J. A. (1989)
Generalized Linear Models.
London: Chapman and Hall.
Eva Cantoni and Elvezio Ronchetti (2001); JASA, and
Eva Cantoni (2004); JSS, see
plot(success/total ~ logdose, data = carrots, col = as.integer(block))
coplot(success/total ~ logdose | block, data = carrots)## Classical glm
Cfit0 <- glm(cbind(success, total-success) ~ logdose + block,
summary(Cfit0)## Robust Fit (see help(glmrob)) ....
Dataset imported from https://www.r-project.org.