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I have a simple linear regression of 2 predictors. Here is my plots: what should I do to tranform the data to better fit and

I have a simple linear regression of 2 predictors. Here is my plots: what should I do to tranform the data to better fit and reduce mse? should I create new variables or the logarithm/exponential/sqrt/other transformations?

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