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Develop a decision tree model to predict the sale price of a house by using predictor variables,

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Develop a decision tree model to predict the sale price of a house by using predictor variables, such as number of bedrooms, number of bathrooms, home square footage, lot square footage, and age of the house. As real estate values can differ dramatically from region to region, you may want to develop a model for several campuses in the data file and compare the resulting decision trees.

 

RecordSale_amountSale_dateBedsBathsSqft_homeSqft_lotTypeBuild_yearTownUniversity
12950005/31/201653202038332.8Single Family1976Ames, IAIowa State University
22400006/20/201642149854014.4Single Family2002Ames, IAIowa State University
33850005/31/201654400085813.2Single Family2001Ames, IAIowa State University
42680004/12/201632.52283118918.8Single Family1972Ames, IAIowa State University
51860004/5/201631.25152715681.6Single Family1975Ames, IAIowa State University
63025003/2/201643311733105.6Single Family1976Ames, IAIowa State University
72230006/2/201632121825264.8Single Family1975Ames, IAIowa State University
82250005/7/201633300030056.4Single Family1969Ames, IAIowa State University
92150004/14/201652296314374.8Single Family1965Ames, IAIowa State University
102851002/12/201634168048351.6Single Family1987Ames, IAIowa State University
112690006/1/201632168243560Single Family1932Ames, IAIowa State University
126500006/2/201643.5253582764Single Family1998Ames, IAIowa State University
132035004/18/201642127710628Single Family1970Ames, IAIowa State University
142650006/28/201642.5134010290Single Family1998Ames, IAIowa State University
151800002/24/201633.5170913068Single Family1991Ames, IAIowa State University
161920002/29/20163314708139Single Family1995Ames, IAIowa State University
172465003/23/201643.517768712Single Family1996Ames, IAIowa State University
182580006/14/201642.517529174Single Family1996Ames, IAIowa State University
192405003/17/201632.2515026821Single Family1985Ames, IAIowa State University
202180007/1/201623.25186428749.6Single Family1978Ames, IAIowa State University
212490005/20/201632.25138113939.2Single Family1983Ames, IAIowa State University
222460006/24/201632.75196911761.2Single Family1977Ames, IAIowa State University
232640004/29/201632166013068Single Family1979Ames, IAIowa State University
241800007/15/201633127710140Single Family1975Ames, IAIowa State University
251960004/4/201643176810000Single Family1973Ames, IAIowa State University
262620006/15/201631.75165014374.8Single Family1900Ames, IAIowa State University
271380005/10/2016318458712Single Family1970Ames, IAIowa State University
281435005/10/2016218587340Single Family1971Ames, IAIowa State University
291220005/10/2016229871680Single Family1972Ames, IAIowa State University
301450002/10/2016228362280Single Family1977Ames, IAIowa State University
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StepbyStep Guide to Develop a Decision Tree Model for Predicting House Sale Prices In this guide we will use Python and its libraries to develop a dec...View the full answer


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