When there is no relationship between two variables, the correlation results in a value close to zero. This indicates that changes in one variable do not systematically affect the other. Such a scenario suggests a lack of linear association, meaning the variables are independent of one another. As a result, the correlation coefficient will not demonstrate a positive or negative trend.
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