# Illustrates smart prediction
pneumo = transform(pneumo, let = log(exposure.time))
fit = vglm(cbind(normal,mild, severe) ~ poly(c(scale(let)), 2),
fam = multinomial,
data = pneumo, trace = TRUE, x = FALSE)
class(fit)
check1 = head(model.frame(fit))
check1
check2 = model.frame(fit, data = head(pneumo))
check2
all.equal(unlist(check1), unlist(check2)) # Should be TRUE
q0 = head(predict(fit))
q1 = head(predict(fit, newdata = pneumo))
q2 = predict(fit, newdata = head(pneumo))
all.equal(q0, q1) # Should be TRUE
all.equal(q1, q2) # Should be TRUE
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