# 10botics-house-prices — Data

来源：https://www.kaggle.com/competitions/10botics-house-prices/data

采集时间：2026-10-20T03:31:11Z

File descriptions

    train.csv - the training set
    test.csv - the test set
    data_description.txt - full description of each column, originally prepared by Dean De Cock but lightly edited to match the column names used here
    sample_submission.csv - a benchmark submission from a linear regression on year and month of sale, lot square footage, and number of bedrooms

Data fields

Here's a brief version of what you'll find in the data description file.

    SalePrice - the property's sale price in dollars. This is the target variable that you're trying to predict.
    MSSubClass: The building class
    MSZoning: The general zoning classification
    LotFrontage: Linear feet of street connected to property
    LotArea: Lot size in square feet
    Street: Type of road access
    Alley: Type of alley access
    LotShape: General shape of property
    LandContour: Flatness of the property
    Utilities: Type of utilities available
    LotConfig: Lot configuration
    LandSlope: Slope of property
    Neighborhood: Physical locations within Ames city limits
    Condition1: Proximity to main road or railroad
    Condition2: Proximity to main road or railroad (if a second is present)
    BldgType: Type of dwelling
    HouseStyle: Style of dwelling
    OverallQual: Overall material and finish quality
    OverallCond: Overall condition rating
    YearBuilt: Original construction date
    YearRemodAdd: Remodel date
    RoofStyle: Type of roof
    RoofMatl: Roof material
    Exterior1st: Exterior covering on house
    Exterior2nd: Exterior covering on house (if more than one material)
    MasVnrType: Masonry veneer type
    MasVnrArea: Masonry veneer area in square feet
    ExterQual: Exterior material quality
    ExterCond: Present condition of the material on the exterior
    Foundation: Type of foundation
    BsmtQual: Height of the basement
    BsmtCond: General condition of the basement
    BsmtExposure: Walkout or garden level basement walls
    BsmtFinType1: Quality of basement finished area
    BsmtFinSF1: Type 1 finished square feet
    BsmtFinType2: Quality of second finished area (if present)
    BsmtFinSF2: Type 2 finished square feet
    BsmtUnfSF: Unfinished square feet of basement area
    TotalBsmtSF: Total square feet of basement area
    Heating: Type of heating
    HeatingQC: Heating quality and condition
    CentralAir: Central air conditioning
    Electrical: Electrical system
    1stFlrSF: First Floor square feet
    2ndFlrSF: Second floor square feet
    LowQualFinSF: Low quality finished square feet (all floors)
    GrLivArea: Above grade (ground) living area square feet
    BsmtFullBath: Basement full bathrooms
    BsmtHalfBath: Basement half bathrooms
    FullBath: Full bathrooms above grade
    HalfBath: Half baths above grade
    Bedroom: Number of bedrooms above basement level
    Kitchen: Number of kitchens
    KitchenQual: Kitchen quality
    TotRmsAbvGrd: Total rooms above grade (does not include bathrooms)
    Functional: Home functionality rating
    Fireplaces: Number of fireplaces
    FireplaceQu: Fireplace quality
    GarageType: Garage location
    GarageYrBlt: Year garage was built
    GarageFinish: Interior finish of the garage
    GarageCars: Size of garage in car capacity
    GarageArea: Size of garage in square feet
    GarageQual: Garage quality
    GarageCond: Garage condition
    PavedDrive: Paved driveway
    WoodDeckSF: Wood deck area in square feet
    OpenPorchSF: Open porch area in square feet
    EnclosedPorch: Enclosed porch area in square feet
    3SsnPorch: Three season porch area in square feet
    ScreenPorch: Screen porch area in square feet
    PoolArea: Pool area in square feet
    PoolQC: Pool quality
    Fence: Fence quality
    MiscFeature: Miscellaneous feature not covered in other categories
    MiscVal: $Value of miscellaneous feature
    MoSold: Month Sold
    YrSold: Year Sold
    SaleType: Type of sale
    SaleCondition: Condition of sale