Ideally, if you are having multiple predictor variables, a scatter plot is drawn for each one of them against the response, along with the line of best as seen below. Scatter plots can help visualize any linear relationships between the dependent (response) variable and independent (predictor) variables. ![]() Ideally, a close to normal distribution (a bell shaped curve), without being skewed to the left or right is preferred.
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