Question
writing a script in R and submit both R codes and a Word document. Load the dataset in kc_house_data .csv into R. Call the loaded
writing a script in R and submit both R codes and a Word document.
Load the dataset in kc_house_data.csv into R. Call the loaded data kc_house_data. Make sure that you have the directory set to the correct location for the data.
Build a linear model to forecast the price using bedrooms, bathrooms and sqft_living.
a. Then write down the corresponding math formula.
b. Is it a good model based on R square or adjusted R square?
3. Build a linear model to forecast the price using bedrooms, bathrooms and sqft_living and all the cross effects between them.
a. Then write down the corresponding math formula.
b. Is it a better model than the model in Question 2 based on adjusted R square?
4. Build a linear model to forecast the price using bedrooms, bathrooms and sqft_living,waterfront and grade.
a. Then write down the corresponding math formula.
b. Is it a better model than the model in Question 3 based on adjusted R square?
5. Build a linear model to forecast the price using all other columns except id, date, zipcode, lat, and long without a y-intercept. If we only consider the models defined in Q2, Q3, Q4 and Q5, which model do you recommend based on the adjusted R squared value?
6. You are asked to build a linear model to forecast price using bedrooms, bathrooms, sqft_living, sqft_lot, floors, waterfront, view, condition, and grade. Then you are given the flowing new house info:
bedrooms | bathrooms | sqft_living | sqft_lot | floors | waterfront | view | condition | grade |
---|---|---|---|---|---|---|---|---|
4 | 2 | 2560 | 7650 | 1.5 | 1 | 3 | 5 | 10 |
a. Predict the average sales price for this house.
b. Predict the 95% predicted interval for this house.
the kc_house_data_cvs , could be pulled by searching on google "house sale in king county usa kaggle"
it should the second website by kaggle harlfoxem between may 2014 and may 2015
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