ames: Ames housing data
In bcjaeger/ipa: Imputation for Predictive Analytics

Order: Observation number
PID: Parcel identification number - can be used with city web site for parcel review.
MS SubClass: Identifies the type of dwelling involved in the sale.
MS Zoning: Identifies the general zoning classification of the sale.
Lot Frontage: Linear feet of street connected to property
Lot Area: Lot size in square feet
Street: Type of road access to property
Alley: Type of alley access to property
Lot Shape: General shape of property
Land Contour: Flatness of the property
Utilities: Type of utilities available
Lot Config: Lot configuration
Land Slope: Slope of property
Neighborhood: Physical locations within Ames city limits (map available)
Condition 1: Proximity to various conditions
Condition 2: Proximity to various conditions (if more than one is present)
Bldg Type: Type of dwelling
House Style: Style of dwelling
Overall Qual: Rates the overall material and finish of the house
Overall Cond: Rates the overall condition of the house
Year Built: Original construction date
Year Remod/Add: Remodel date (same as construction date if no remodeling or additions)
Roof Style: Type of roof
Roof Matl: Roof material
Exterior 1: Exterior covering on house
Exterior 2: Exterior covering on house (if more than one material)
Mas Vnr Type: Masonry veneer type
Mas Vnr Area: Masonry veneer area in square feet
Exter Qual: Evaluates the quality of the material on the exterior
Exter Cond: Evaluates the present condition of the material on the exterior
Foundation: Type of foundation
Bsmt Qual: Evaluates the height of the basement
Bsmt Cond: Evaluates the general condition of the basement
Bsmt Exposure: Refers to walkout or garden level walls
BsmtFin Type 1: Rating of basement finished area
BsmtFin SF 1: Type 1 finished square feet
BsmtFinType 2: Rating of basement finished area (if multiple types)
BsmtFin SF 2: Type 2 finished square feet
Bsmt Unf SF: Unfinished square feet of basement area
Total Bsmt SF: Total square feet of basement area
Heating: Type of heating
HeatingQC: Heating quality and condition
Central Air: Central air conditioning
Electrical: Electrical system
1st Flr SF: First Floor square feet
2nd Flr SF: Second floor square feet
Low Qual Fin SF: Low quality finished square feet (all floors)
Gr Liv Area: Above grade (ground) living area square feet
Bsmt Full Bath: Basement full bathrooms
Bsmt Half Bath: Basement half bathrooms
Full Bath: Full bathrooms above grade
Half Bath: Half baths above grade
Bedroom: Bedrooms above grade (does NOT include basement bedrooms)
Kitchen: Kitchens above grade
KitchenQual: Kitchen quality
TotRmsAbvGrd: Total rooms above grade (does not include bathrooms)
Functional: Home functionality (Assume typical unless deductions are warranted)
Fireplaces: Number of fireplaces
FireplaceQu: Fireplace quality
Garage Type: Garage location
Garage Yr Blt: Year garage was built
Garage Finish: Interior finish of the garage
Garage Cars: Size of garage in car capacity
Garage Area: Size of garage in square feet
Garage Qual: Garage quality
Garage Cond: Garage condition
Paved Drive: Paved driveway
Wood Deck SF: Wood deck area in square feet
Open Porch SF: Open porch area in square feet
Enclosed Porch: Enclosed porch area in square feet
3-Ssn Porch: Three season porch area in square feet
Screen Porch: Screen porch area in square feet
Pool Area: Pool area in square feet
Pool QC: Pool quality
Fence: Fence quality
Misc Feature: Miscellaneous feature not covered in other categories
Misc Val: $Value of miscellaneous feature
Mo Sold: Month Sold
Yr Sold: Year Sold
Sale Type: Type of sale
Sale Condition: Condition of sale

ames

An object of class list of length 2.

De Cock, D. (2011). "Ames, Iowa: Alternative to the Boston Housing Data as an End of Semester Regression Project," Journal of Statistics Education, Volume 19, Number 3.

https://ww2.amstat.org/publications/jse/v19n3/decock/DataDocumentation.txt

http://ww2.amstat.org/publications/jse/v19n3/decock.pdf

bcjaeger/ipa documentation built on May 7, 2020, 9:45 a.m.