datapreprocessing.py 文件源码

def standardize(data):

    numeric_list = ['BsmtFullBath', 'LotArea', 'YearRemodAdd', 'GrLivArea', 'BsmtHalfBath', 'MiscVal', 'YearBuilt',
                    'WoodDeckSF', 'KitchenAbvGr', 'TotalBsmtSF', 'GarageArea', 'GarageCars', 'OpenPorchSF', 'MoSold',
                    'LowQualFinSF', 'BedroomAbvGr', 'Fireplaces', '1stFlrSF', 'FullBath', 'BsmtFinSF1', 'BsmtFinSF2',
                    'HalfBath',
                    'Porch', '2ndFlrSF', 'MasVnrArea', 'YrSold', 'BsmtUnfSF', 'LotFrontage', 'TotRmsAbvGrd']

    data.loc[:, numeric_list] = preprocessing.scale(data.loc[:, numeric_list])