```
# NOT RUN {
nn <- 5; M <- 4; set.seed(1)
ydata <- data.frame(round(matrix(runif(nn * M, max = 100), nn, M))) # Integer counts
colnames(ydata) <- paste("y", 1:M, sep = "")
fit <- vglm(cbind(y1, y2, y3, y4) ~ 1, dirmultinomial,
data = ydata, trace = TRUE)
head(fitted(fit))
depvar(fit) # Sample proportions
weights(fit, type = "prior", matrix = FALSE) # Total counts per row
# }
# NOT RUN {
ydata <- transform(ydata, x2 = runif(nn))
fit <- vglm(cbind(y1, y2, y3, y4) ~ x2, dirmultinomial,
data = ydata, trace = TRUE)
Coef(fit)
coef(fit, matrix = TRUE)
(sfit <- summary(fit))
vcov(sfit)
# }
```

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