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The data shown in the following scatterplot show a very nice relationship between the two variables. However, the correlation

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There is a very strong relationship,but not a strong linear relationship.The near zero value of r reflects the absence of a linear relationship.

r is a measure of linear correlation,so if r is 0,that does not means that variables do not have any relationship,r=0 indicate only no linear relationship.

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