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Scales used to express measurements. Usually ratio, interval, ordinal or nominal types of scales are recognized. Dichotomous and count types are sometimes seen as their own. Other classifications exist. [For "scale" as a sum of individual items in psychometry - see also tag 'psychometrics'.]
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Dimensionality Reduction Techniques Ordinal Variables on different scales
The categorical variables don't have any scaling as such, in your case, the categorical variables are binned into different groups, calculate the value counts of these categories, and you can further …