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Study the shape formed by the series of data points plotted. In general, conclusions can be made about the association between the two variables (x and y) based on the shape of the scatter diagram. Scatter diagrams that display associations between two variables tend to look like elliptical spheres or even straight lines...
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Scatter diagrams on which the plotted points appear in a circular fashion show little or no correlation between x and y.
7. Scatter diagrams on which the points form a pattern of increasing values for both variables show a positive correlation; as values of x increase, so do values of y. The more tightly the points are clustered in a linear fashion, the stronger the positive correlation, or the association between the two variables...
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