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Categorical data refers to variables that contain label values rather than numeric values. Machine learning algorithms, on the other hand, mainly operate on numeric data.
Statistical data includes numeric variables or word variables, also called categorical variables. Differences between numeric variables and word variables include type of response, type of chart ...