one categorical variable


What is the difference between categorical and numerical variables?

    • Numerical data are values obtained for quantitative variable, and carries a sense of magnitude related to the context of the variable (hence, they are always numbers or symbols carrying a numerical value). Categorical data are values obtained for a qualitative variable; categorical data numbers do not carry a sense of magnitude.

What is the difference between ordinal and categorical?

    Ordinal.An ordinal variable is similar to a categorical variable. The difference between the two is that there is a clear ordering of the variables. Even though we can order these from lowest to highest, the spacing between the values may not be the same across the levels of the variables.

What is a numerical variable and what is a categorical variable?

    A categorical variable is a category or type. For example, hair color is a categorical value or hometown is a categorical variable. Species, treatment type, and gender are all categorical variables. A numerical variable is a variable where the measurement or number has a numerical meaning.

Do we ever normalize categorical variables?

    Normalizing has multiple meanings, which could include making the shape of a score distribution match that of a normal (Gaussian) distribution, transforming the values so that the sum of squared values = 1 (vector arithmetic), and others. In general, you'll never get a categorical variable to have a normal distribution.
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