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Notice that the stronger (i.e. closer to 1 or -1) the correlation, the more of a straight line the data makes. That is linear data. Non-linear data does not form a straight line (typically a curved line).
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Scatterplots
By Chella Chaz
Chelsea Charles (period 7) Final Statistics Project