Do residuals comply with a straight line nicely or do they deviate severely? It’s good if residuals are lined properly on the straight dashed line. I don’t see any distinctive pattern in Case 1, but I see a parabola in Case 2, where the non-linear relationship was not explained by the mannequin and was left out in the residuals. The generated boxplot of our instance on the left with outliers.
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