Question
You, as a property investor, are interested in understanding which factor (or factors) drives the prices of investment properties. A dataset is collected which contains
You, as a property investor, are interested in understanding which factor (or factors) drives the prices of investment properties. A dataset is collected which contains the prices (in thousand dollars, as denoted by apart price) for 50 onebedroom apartments in city X, their corresponding rents per week (in dollars, as denoted by rent) and the costs to hold each of these properties per week (in dollars, as denoted by cost of property). Following the procedures below to analyse the dataset 'assign2 data.csv' by using Rstudio. Please only include relevant outputs from Rstudio in your solution and attach the R codes as appendice.
(a). (2 marks) Import the data into Rstudio, draw two scatter plots: apart price versus rent and apart price versus cost.
(b). (4 marks) Fit the following two linear models:
Model 1: apart price = b0 + b1 rent Model 2: apart price = c0 + c1 cost
Write down the equations of the two models with correct coecients.
(c). (4 marks) Comment on the signicance of all coecients obtained from (b) based on the p-values (from the outputs of Rtudio). The signicance level is 0.05.
(d). (6 marks) Produce residual plots for each model in (b), comment on each plot.
(e). (4 marks) Produce normal qq plots for each model in (b), and comment on each plot.
(f). (3 marks) Fit the following linear model:
Model 3: apart price = d0 + d1rent + d2cost
Write down the equation of the model with correct coecients.
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(g). (3 marks) Comment on the signicance of all coecients obtained from (f) based on the p-values (from the outputs of Rtudio). The signicance level is 0.05.
(h). (2 marks) Compare Model 1 and Model 3, explain which one is better.
(i). (2 marks) Given rent = 810 and cost = 800, predict the prices under Model 1 and Model 3.
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