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Regression and hypothesis testing of housing costs

Ho: Total home cost increases with additional square feet
Ha: Total home cost does not increase with additional square feet

Define bivariate regression, discuss fitted regression and using regression for prediction purposes.

Please see attached data and help me to understand what each section means.

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