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A team of researchers collects data from the sale of individual residential properties in Ames, Iowa. The researchers want to identify the variables that affect the sale price. Variables include the lot size and various features of the residential property.
| Lot Frontage | Lot Frontage |
| Lot Area | Lot Area |
| Veneer Area | Veneer Area |
| Basement SF 1 | Basement SF 1 |
| Basement SF 2 | Basement SF 2 |
| Basement Unf SF | Basement Unf SF |
| Total Basement SF | Total Basement SF |
| 1st Floor SF | 1st Floor SF |
| 2nd Floor SF | 2nd Floor SF |
| Low Quality SF | Low Quality SF |
| Living Area SF | Living Area SF |
| Garage Area SF | Garage Area SF |
| Wood Deck SF | Wood Deck SF |
| Open Porch SF | Open Porch SF |
| Enclosed Porch | Enclosed Porch |
| Season Porch | Season Porch |
| Screen Porch | Screen Porch |
| Pool Area | Pool Area |
| Misc Value | Misc Value |
| Year Built | Year Built |
| Year Remod/Add | Year Remod/Add |
| Basement Full Bath | Basement Full Bath |
| Basement Half Bath | Basement Half Bath |
| Full Bath | Full Bath |
| Half Bath | Half Bath |
| Bedroom | Bedroom |
| Kitchen | Kitchen |
| Total Rooms | Total Rooms |
| Fireplaces | Fireplaces |
| Garage Year | Garage Year |
| Garage Cars | Garage Cars |
| Month Sold | Month Sold |
| Year Sold | Year Sold |
| Type | Type |
| Zoning | Zoning |
| Street | Street |
| Alley | Alley |
| Lot Shape | Lot Shape |
| Land Contour | Land Contour |
| Utilities | Utilities |
| Configuration | Configuration |
| Slope | Slope |
| Neighborhood | Neighborhood |
| Condition 1 | Condition 1 |
| Condition 2 | Condition 2 |
| Quality | Quality |
| Condition | Condition |
| Roof Style | Roof Style |
| Roof Material | Roof Material |
| Exterior 1st | Exterior 1st |
| Exterior 2nd | Exterior 2nd |
| Veneer Type | Veneer Type |
| Exterior Quality | Exterior Quality |
| Exterior Condition | Exterior Condition |
| Foundation | Foundation |
| Basement Height | Basement Height |
| Basement Condition | Basement Condition |
| Basement Exposure | Basement Exposure |
| Basement Finish Type 1 | Basement Finish Type 1 |
| Basement Finish Type 2 | Basement Finish Type 2 |
| Heating | Heating |
| Heating Quality | Heating Quality |
| Central Air | Central Air |
| Electrical | Electrical |
| Kitchen Quality | Kitchen Quality |
| Function | Function |
| Fireplace Quality | Fireplace Quality |
| Garage Type | Garage Type |
| Garage Finish | Garage Finish |
| Garage Quality | Garage Quality |
| Garage Condition | Garage Condition |
| Paved Drive | Paved Drive |
| Pool Quality | Pool Quality |
| Fence | Fence |
| Misc Feature | Misc Feature |
| Sale Type | Sale Type |
| Sale Condition | Sale Condition |
| Fit |
|---|
| 224796 |
| 88291 |
| 522279 |
| 480260 |
| 216826 |
| 112932 |
| 137328 |
| 190311 |
| 229939 |
| 229610 |
| 362637 |
| 174576 |
| 238485 |
| 256864 |
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