Comment on the quality of the prediction output and the potential drawbacks for the implementation of this predictive model. 2)

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Learning Goal: I’m working on a data analytics question and need an explanation and answer to help me learn.You will need to install Pyomo that is an open-source software package for optimization modeling inPython. Attached PDF case is for your reading. zip file is the python script.Construct a predictive model based on linear regression. To this end, the attached script Nomis Linear Regression-students.py implements a univariate linear regression model to predict the acceptance (or not) of a quoted APR and plots a chart that allows to assess the quality of the prediction. There are three incomplete lines in the script (search the string “TO BE COMPLETED BY STUDENTS”). please help submit the python script together with the following two questions.1) Include the results of the linear regression and the figure saved from the script. Comment on the quality of the prediction output and the potential drawbacks for the implementation of this predictive model. 2) Propose an alternative to improve the prediction quality and explain why it could be a good candidate.
Requirements: as detailed as possible

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