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Looking at the visualization of figure below, Does this reveal any interesting features of the data or give you any ideas about which variables may/may

Looking at the visualization of figure below, Does this reveal any interesting features of the data or give you any ideas about which variables may/may not be important to include in the model? Does it give you any ideas about whether or not transforming variables may be helpful?

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