IM 8.6.7 Lesson: Observing More Patterns in Scatter Plots

What do you notice? What do you wonder?
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[/img]
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Sort the cards into two categories: linear associations and non-linear associations. Compare with a partner.
Look at these four scatterplots.
[img]data:image/png;base64,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[/img][br]How are these scatter plots alike?
How are these scatter plots different?
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Information: IM 8.6.7 Lesson: Observing More Patterns in Scatter Plots