Negative numbers may not make sense for certain variables because they could represent quantities that cannot be less than zero, such as counts of items, age, or distance. For example, you cannot have a negative number of Apples or a negative age. In contexts where the variable must reflect physical realities or constraints, negative values would be nonsensical and could lead to incorrect interpretations or conclusions.
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