Hey Bruno,
thanks for your response.
Sorry, I did not make my question clear. I understand that the ordinal values are unique and have a direction but one cannot determine the difference. So when we have an ordinal value as one of the variables, how can we use it to calculate euclidean distance as (q1-p1) since this is difference ,which cannot be determined for ordinal variables as mentioned above.