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It can also sometimes be useful to treat numeric data as categorical, eg: underweight, normal, obese. It seldom makes sense to consider categorical data as continuous.
@walktalky as @jeromy alludes to, in psychology at least, categorial variables such as reponses to questions are often presumed as being a representation of a underlying trait, so in that sense categorial data is sometimes taken as being [email protected] One could nitpick about the difference between the data and the putative trait, but of course you are right.
There may potentially be an infinite number of those values, but each is distinct and there's no grey area in between.
Discrete data can be numeric -- like numbers of apples -- but it can also be categorical -- like red or blue, or male or female, or good or bad.