I think you should provide a bit more details, are the 20 categories your predictor? Then you should choose a distribution as likelihood that fits the type of data you have (Normal is a fine choice if the observation is unbounded). If instead you have observed 20 categories then you should use multinomial distribution as likelihood (i.e., a multinomial regression)
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