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We presumed and used a normal distribution for each class.

The numbers were arbitrary. Just what felt easier to understand for the staff.

Normality on ordinal scale data. You've done the equivalent calling functions expecting numeric input with ordinal data. https://en.wikipedia.org/wiki/Ordinal_data