Main effects model, with two interactions
arrests.mod <- glm(released ~ employed + citizen + checks +
colour*year + colour*age,
family=binomial, data=Arrests)
Anova(arrests.mod)
## Analysis of Deviance Table (Type II tests)
##
## Response: released
## LR Chisq Df Pr(>Chisq)
## employed 72.673 1 < 2.2e-16 ***
## citizen 25.783 1 3.820e-07 ***
## checks 205.211 1 < 2.2e-16 ***
## colour 19.572 1 9.687e-06 ***
## year 6.087 5 0.2978477
## age 0.459 1 0.4982736
## colour:year 21.720 5 0.0005917 ***
## colour:age 13.886 1 0.0001942 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
plot all effects
arrests.effects <- allEffects(arrests.mod,
xlevels=list(age=seq(15,45,5)))
plot(arrests.effects,
ylab="Probability(released)")
![](data:image/png;base64,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)
Plot 3-way effect (not in model)
plot(effect("colour:year:age", arrests.mod,
xlevels=list(age=15:45)),
multiline=TRUE,
ylab="Probability(released)",
rug=FALSE)
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)
colour x year interaction
plot(effect("colour:year", arrests.mod),
multiline=TRUE, ylab="Probability(released)")
![](data:image/png;base64,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)
colour x age interaction
plot(effect("colour:age", arrests.mod),
multiline=FALSE, ylab="Probability(released)")
![](data:image/png;base64,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)
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