R Dataset / Package lme4 / sleepstudy
Reaction times in a sleep deprivation study
The average reaction time per day for subjects in a sleep deprivation study. On day 0 the subjects had their normal amount of sleep. Starting that night they were restricted to 3 hours of sleep per night. The observations represent the average reaction time on a series of tests given each day to each subject.
A data frame with 180 observations on the following 3 variables.
Average reaction time (ms)
Number of days of sleep deprivation
Subject number on which the observation was made.
These data are from the study described in Belenky et al. (2003), for the sleep-deprived group and for the first 10 days of the study, up to the recovery period.
Gregory Belenky, Nancy J. Wesensten, David R. Thorne, Maria L. Thomas, Helen C. Sing, Daniel P. Redmond, Michael B. Russo and Thomas J. Balkin (2003) Patterns of performance degradation and restoration during sleep restriction and subsequent recovery: a sleep dose-response study. Journal of Sleep Research 12, 1–12.
str(sleepstudy) require(lattice) xyplot(Reaction ~ Days | Subject, sleepstudy, type = c("g","p","r"), index = function(x,y) coef(lm(y ~ x)), xlab = "Days of sleep deprivation", ylab = "Average reaction time (ms)", aspect = "xy") (fm1 <- lmer(Reaction ~ Days + (Days|Subject), sleepstudy)) (fm2 <- lmer(Reaction ~ Days + (1|Subject) + (0+Days|Subject), sleepstudy))
Dataset imported from https://www.r-project.org.
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