Brightness of de-inked newspaper
One step of recycling newsprint is to "de-ink" the newsprint, that is to remove the ink. The brightness of the paper pulp after a de-inking process is a measure of how well the process to remove the ink worked. A half-fraction of a 2^5 factorial experiment experiment was run to test various factors on the ability to de-ink newsprint.
data(bright)
A data frame with 16 observations on the following 6 variables.
type
type of alkali - an ordered factor with levels A
< B
percent
percentage of alkali (25% or 75%)
time
time pulp is soaked (30 or 40 minutes)
hardness
water hardness (150 or 250)
speed
agitation rate - an ordered factor with levels
S
< F
bright
Brightness of pulp
Peter R. Nelson, Marie Coffin and Karen A. F. Copeland (2003), Introductory Statistics for Engineering Experimentation, Elsevier. (Appendix A)
str(bright) options(contrasts = c("contr.treatment", "contr.helmert")) summary(fm1 <- lm(bright ~ (type + percent + time + hardness + speed)^2, bright)) qqmath(coef(fm1)[-1], aspect = 1, panel = function(...) { panel.grid(h = -1, v = -1) panel.qqmath(...) panel.qqmathline(..., alpha = 0.5, lty = 2) }, xlab = "Standard normal quantiles", ylab = "First- and second-order effects") summary(fm2 <- lm(bright ~ (type + hardness)^2, bright)) dotplot(type ~ bright, bright, groups = hardness, type = c("p", "a"), jitter.y = TRUE, xlab = "Brightness of pulp (lines and point styles are levels of water hardness)", ylab = "Alkali type", aspect = 0.4, auto.key = list(lines = TRUE, columns = 2))
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