I use the function Anova() in package car to perform a test with type III. But I have no idea how to extract the residuals or how to get the information of parameter estimates.
Is there some way to do these like residuals(model) and summary.lm(model)?
The output of Anova is of class anova and data.frame.
So, if we use the extraction with row/column names, it should work. Using a reproducible example from the ?Anova documentation
library(car)
mod <- lm(conformity ~ fcategory*partner.status, data=Moore,
contrasts=list(fcategory=contr.sum, partner.status=contr.sum))
out <- Anova(mod, type = 3)
str(out)
#Classes ‘anova’ and 'data.frame': 5 obs. of 4 variables:
# $ Sum Sq : num 5753 36 240 175 818
# $ Df : num 1 2 1 2 39
# $ F value: num 274.359 0.859 11.425 4.185 NA
# $ Pr(>F) : num 3.05e-19 4.31e-01 1.66e-03 2.26e-02 NA
# - attr(*, "heading")= chr "Anova Table (Type III tests)\n" "Response: conformity"
The print method changes the way how it is printing the output. But, if we just strip off the anova class. The "Residuals" are also in the row names
row.names(out)
#[1] "(Intercept)" "fcategory" "partner.status"
#[4] "fcategory:partner.status" "Residuals"
So, using the row/column names for extraction
out["Residuals","Sum Sq"]
#[1] 817.764
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